{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.04855036414876337\n"
     ]
    }
   ],
   "source": [
    "\n",
    "import pandas as pd\n",
    "import rasterio\n",
    "import numpy as np\n",
    "from rasterstats import zonal_stats\n",
    "import geopandas as gpd\n",
    "import rasterio.features\n",
    "from shapely.geometry import shape\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "\n",
    "color_mapping = {\n",
    "    'Annual Row Crops': '#f1c41f',\n",
    "    'Hay': '#fff85f',\n",
    "    'Alfalfa': '#93d9d3',\n",
    "    'Other crops': '#ffac00',\n",
    "    'Tree Crops': '#a8df45',\n",
    "    'Barren': '#939973',\n",
    "    'Mixed Forest': '#00aa83',\n",
    "    'Forest': '#4b9f2d',\n",
    "    'Evergreen_Forest': '#00a900',\n",
    "    'Pasture': '#7ff43e',\n",
    "    'Shrub': '#c39251',\n",
    "    'Wetland': '#78992f',\n",
    "    'Developed': '#adadad',\n",
    "    'Fallow': '#8f4f51',\n",
    "    'Other Crops': '#f2aa84',\n",
    "    'Vegetables & Fruits': '#ea5f48',\n",
    "    'Water': '#5d74e9'\n",
    "}\n",
    "\n",
    "font_properties = {\n",
    "    'family': 'Times New Roman',  # Choose font family (e.g., 'sans-serif', 'serif', 'monospace')\n",
    "    'style': 'normal',  # Choose font style (e.g., 'normal', 'italic', 'oblique')\n",
    "    'weight': 'normal',   # Choose font weight (e.g., 'normal', 'bold', 'light')\n",
    "    'size': 12          # Font size\n",
    "}\n",
    "#Graph Dimensions\n",
    "x_dim, y_dim = 5.5, 5\n",
    "root_dir = \"path/to/the/location/of/this/folder\"\n",
    "\n",
    "year = 2008\n",
    "# This year value selects the CDL to use, if the analysis is for future sites, use the newest available, if it is for past, use 2008\n",
    "gdb_path = fr\"{root_dir}\\Data\\INFEWS_Solar.gpkg\"\n",
    "raster_path = fr\"{root_dir}\\Data\\Rasters\\Land_Cover\\Raw\\NYS_{year}_CDL_30m.tif\"\n",
    "remap_csv = fr'{root_dir}\\Tables\\Land_Cover_Mapping\\Land_Cover_Catagories.csv'\n",
    "reclassified_raster_path = fr'{root_dir}\\Data\\Rasters\\Land_Cover\\Reclassified\\Land_Cover_{year}.tif'\n",
    "fal_proportions = pd.read_excel(r\"c:\\Users\\twk54\\Desktop\\Projects\\INFEWS_Solar\\Tables\\Post-hoc\\Simplified_Cover_Type_Adjustement.xlsx\", sheet_name=\"Proportions\")\n",
    "fal_proportions.set_index('Crop', inplace=True)\n",
    "print(fal_proportions.loc[\"Alfalfa\", \"Proportion\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remap Cover Type Raster\n",
    "\n",
    "This section takes in a table containing the old raster values and labels and remaps them to a smaller list of catagories \n",
    "\n",
    "| Value | Count  | Class_Name  | Remap | New Classes   | NewID |\n",
    "|-------|--------|-------------|-------|---------------|-------|\n",
    "| 0     | 122662 | Background  | 9     | Annual_Grains | 1     |\n",
    "| 1     | 6665545| Corn        | 10    | Vegetables    | 2     |\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import rasterio\n",
    "import numpy as np\n",
    "\n",
    "df = pd.read_csv(remap_csv)\n",
    "\n",
    "def create_mapping(df):\n",
    "    mapping = pd.Series(df['Remap'].values, index=df['Value']).to_dict()\n",
    "    return mapping\n",
    "\n",
    "def remap_raster(raster_path, output_raster_path, mapping, default_value=0):\n",
    "    with rasterio.open(raster_path) as src:\n",
    "        band1 = src.read(1)\n",
    "        \n",
    "        # Determine the smallest data type that can accommodate the range of values\n",
    "        dtype = 'uint8' if max(mapping.values()) <= 255 else 'int16'\n",
    "        \n",
    "        # Prepare the output array with a default value\n",
    "        remapped_array = np.full(band1.shape, default_value, dtype=dtype)\n",
    "        \n",
    "        # Apply the mapping\n",
    "        for orig_value, new_value in mapping.items():\n",
    "            if pd.notna(new_value):  # Only apply mapping if new_value is not NaN\n",
    "                remapped_array[band1 == orig_value] = int(new_value)\n",
    "            else:\n",
    "                print(f\"Warning: No mapping for value {orig_value}, using default {default_value}\")\n",
    "\n",
    "        # Copy the metadata to write the new raster\n",
    "        out_meta = src.meta.copy()\n",
    "        out_meta.update({\n",
    "            'dtype': dtype,  # Pass the string representation directly\n",
    "            'nodata': default_value,\n",
    "            'compress': 'lzw'  # Use LZW compression\n",
    "        })\n",
    "\n",
    "        # Write the new raster using the new values\n",
    "        with rasterio.open(output_raster_path, \"w\", **out_meta) as dest:\n",
    "            dest.write(remapped_array, 1)\n",
    "\n",
    "# Create the value mapping\n",
    "value_mapping = create_mapping(df)\n",
    "\n",
    "rerun =True # Set to false to skip reclassifying raster\n",
    "# Remap the raster values, specify a default value if necessary\n",
    "if not os.path.exists(reclassified_raster_path) or rerun==True:\n",
    "    remap_raster(raster_path, reclassified_raster_path, value_mapping, default_value=0)\n",
    "\n",
    "# Optionally save the remap values to a CSV\n",
    "cover_df = df[['New Classes', 'NewID']].copy().reset_index(drop=True)\n",
    "cover_df.dropna(subset=['New Classes', 'NewID'], inplace=True)\n",
    "cover_df['New ID'] = cover_df['NewID'].astype(int)\n",
    "cover_df = cover_df.drop('NewID', axis=1)\n",
    "cover_df.to_csv(fr'{root_dir}\\Tables\\temp\\remapvalues.csv', index=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Perform Zonal Stats\n",
    "\n",
    "This cell is a combined calculation and graphing process so that multiple datasets can be looped through.\n",
    "This handles all future scenarios in a single feature class in a GDB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['No_Restrictions_UT' 'No_Restrictions_SAT' 'No_Restrictions_Large'\n",
      " 'NoAg_UT' 'NoAg_SAT' 'NoAg_Large' 'NoMSG1_4_UT' 'NoMSG1_4_SAT'\n",
      " 'NoMSG1_4_Large' 'NoRowCrops_or_MSG14_UT' 'NoRowCrops_or_MSG14_SAT'\n",
      " 'NoRowCrops_or_MSG14_Large']\n",
      "No_Restrictions_UT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                    120.42\n",
       "Shrub                   1475.46\n",
       "Wetland                 2117.43\n",
       "Other Crops                0.00\n",
       "Barren                   303.39\n",
       "Fallow                  2949.57\n",
       "Vegetables & Fruits      336.51\n",
       "Tree_Crops                 0.00\n",
       "Developed               5147.28\n",
       "Hay                    14188.41\n",
       "Alfalfa                 9177.30\n",
       "Forest                 10834.92\n",
       "Pasture                24553.53\n",
       "Annual Row Crops       27300.42\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No_Restrictions_SAT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                    104.31\n",
       "Shrub                   1243.53\n",
       "Wetland                 1675.08\n",
       "Other Crops                0.00\n",
       "Barren                   201.78\n",
       "Fallow                  2447.55\n",
       "Vegetables & Fruits      258.48\n",
       "Tree_Crops                 0.00\n",
       "Developed               4229.46\n",
       "Hay                    12069.72\n",
       "Alfalfa                 7138.62\n",
       "Forest                  8742.15\n",
       "Pasture                19839.51\n",
       "Annual Row Crops       20930.76\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No_Restrictions_Large\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                    129.78\n",
       "Shrub                    939.33\n",
       "Wetland                 2873.97\n",
       "Other Crops                0.00\n",
       "Barren                   310.50\n",
       "Fallow                  1381.86\n",
       "Vegetables & Fruits      552.51\n",
       "Tree_Crops                 0.00\n",
       "Developed               5279.58\n",
       "Hay                     8752.32\n",
       "Alfalfa                 9247.59\n",
       "Forest                 13599.90\n",
       "Pasture                17435.07\n",
       "Annual Row Crops       25250.58\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NoAg_UT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                    240.93\n",
       "Shrub                   6206.40\n",
       "Wetland                 5773.95\n",
       "Other Crops                0.00\n",
       "Barren                  1310.31\n",
       "Fallow                  1404.90\n",
       "Vegetables & Fruits       52.47\n",
       "Tree_Crops                 0.00\n",
       "Developed              24757.02\n",
       "Hay                     1564.92\n",
       "Alfalfa                  728.64\n",
       "Forest                 32502.78\n",
       "Pasture                20379.60\n",
       "Annual Row Crops        4782.06\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NoAg_SAT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                    193.77\n",
       "Shrub                   5122.08\n",
       "Wetland                 4455.27\n",
       "Other Crops                0.00\n",
       "Barren                   974.79\n",
       "Fallow                  1117.08\n",
       "Vegetables & Fruits       40.14\n",
       "Tree_Crops                 0.00\n",
       "Developed              20139.84\n",
       "Hay                     1275.84\n",
       "Alfalfa                  585.63\n",
       "Forest                 25475.94\n",
       "Pasture                16637.58\n",
       "Annual Row Crops        3790.44\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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k7eHh4TA2NkZYWBiMjIy+5mEgIiIiyhY4Jj7rpDdLZoue+PeFhYUBAExMTNSWr1u3DgUKFEClSpXg5uaG6OhoZZ2fnx8qV66sBHgAsLW1RXh4OG7cuKG0ady4sdo2bW1t4efnBwCIi4uDv7+/WhsdHR00btxYafO+2NhYhIeHq/0REREREWWmbDc7TVJSEpydnfHzzz+jUqVKyvIuXbqgZMmSKFKkCK5evYoRI0bg9u3b2L59OwAgODhYLcADUG4HBwd/tE14eDjevn2L169fIzExMc02t27dSrPeKVOmYPz48V930EREREREnyHbhXhHR0dcv34dp06dUlver18/5f8rV66MwoULo1GjRrh//z5++OGHrC5T4ebmBhcXF+V2eHg4ihcvrrF6iIiIiOjbl61CvJOTE/bu3YsTJ06gWLFiH21bq1YtAMC9e/fwww8/wMzMLNUsMs+fPwcAmJmZKf9NWfZuGyMjI+TMmRO6urrQ1dVNs03KNt5nYGAAAwOD9B8kEREREdFXyhZj4kUETk5O2LFjB44cOYLSpUt/8j4BAQEAgMKFCwMArK2tce3aNbVZZHx9fWFkZARzc3OlzeHDh9W24+vrC2trawCAvr4+rKys1NokJSXh8OHDShsiIiIiIk3LFj3xjo6OWL9+PXbt2oW8efMqY9iNjY2RM2dO3L9/H+vXr0eLFi2QP39+XL16FUOGDEG9evVQpUry1dJNmzaFubk5unfvjunTpyM4OBijR4+Go6Oj0lPev39/eHh4wNXVFb1798aRI0ewefNm7Nu3T6nFxcUFPXr0QPXq1VGzZk3MnTsXUVFR6NWrV9Y/MEREREREacgWIX7x4sUAkqeRfNeqVavQs2dP6Ovr49ChQ0qgLl68OOzt7TF69Gilra6uLvbu3YsBAwbA2toauXPnRo8ePTBhwgSlTenSpbFv3z4MGTIE8+bNQ7FixbB8+XLY2toqbTp27IiQkBC4u7sjODgYFhYW8PHxSXWxKxERERGRpmTLeeK1GeeJJyIiom8N54nPOlo9TzwREREREX0YQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIyzDEExEREWWh4OBg2Nvbw9jYGGXKlMHixYvV1j9+/BgdO3bEkCFD0K1bNwQHB39ym8+fP4ezszP69+//0XahoaEwNTXFsWPH1Ja/fv0a3bp1g7OzMzp16oQ7d+589nFR1mKIJyIiIspCvXv3RuXKlbFo0SKUKlUKAwcOxJo1awAA0dHRaNSoERwcHDBnzhy0a9cOrVq1QmJi4ge39+zZM2zduhVLly5FTEzMR/ft6uqKkJAQtWUiglatWqFevXqYO3cuXF1d0aRJE0RERHz9wVKmYYgnIiIiyiI3btxA7969MW7cOHTt2hU+Pj4oV64cli1bBgBYuHAhYmJi0LRpUwBA69atcfPmTaxfv/6D2yxcuDAcHR1RpUqVj+775MmTSEpKSrV869atOH/+PLp37w4AsLS0RM6cOTF37twvPErKCgzxRERERFnExMQE9vb2ym09PT00b94coaGhAJIDtaWlpbJeV1cXVatWxaZNmz65bUNDww+ui4uLw+zZszFixIhU67Zu3Yry5csjZ86cyjIrK6t07ZM0hyGeiIiIKIsULlwYKpVKbVlCQgJq166NxMRE+Pv7I3/+/GrrTU1Ncfny5a/a77Rp0+Ds7AwDA4NU686fP5/mPm/evInY2Niv2i9lHoZ4IiIiIg06evQoXFxcEBoaisTERJiYmKitz5s3L16+fPnF27979y6Cg4NRv379NNe/ePEizX0mJSUpZwgo+2GIJyIiItKQHTt2oHHjxjA3N1d66N8d1gIAiYmJyJEjxxfvw93dHRMnTvzgepVKleY+AXzVfilz6Wm6ACIiIqL/otevX2Pt2rXYsGEDACB//vzQ19dHWFiYWrvIyEgULFjwi/axevVq2NnZpeppf1fhwoXT3Keuru5H70eaxZ54IiIioiyWmJgIV1dXzJ8/H/r6+gCSe8QrV66MFy9eqLUNDg5GzZo1v2g/Xl5e6N69O1QqFVQqFUqXLg0AsLGxQYMGDQAAVatWTXOfVlZW0NFhVMyu+C9DRERElMXc3NwwcOBAFC1aVFn24sULdOvWDWfPnlWWJSQk4ObNm2jfvv0X7WfZsmW4fPmy8rdv3z5l+fLlywEA3bp1w5UrV9QuYr169eoX75OyBkM8ERERURb6888/kZSUhOfPn8PHxwd79+6Fq6srLl68CAcHB4gILl26BADYvn07zM3NlWkpjxw5glKlSqU5b3x8fDwSEhLUlpUpUwYWFhbKn7m5ubK8TJkyAIBWrVqhUqVKSsA/f/48YmNjMXDgwEx7DOjrcUw8ERERURaZOXMm/vrrLwDArFmzlOXfffcdJk+ejBw5cuDAgQNwd3dHqVKl8OrVK+zbt08Z1hIeHo7o6GgsWLAAXbp0AQBERERg48aNuHr1Kh4/foy///5bGUKTHrq6uti9ezdcXFxw9uxZPHv2DIcPH0bu3Lkz+OgpI6lERDRdxLckPDwcxsbGCAsLg5GRkabLISIiom/QoEGDsGDBgizbX0uvj/8arKbs7XlV0yVkuPRmSQ6nISIiItIiW7ZsQYcOHTRdBmkYh9MQERERaYmAgABUrFhRGdtO/10M8URERERawsLCQtMlUDbB4TRERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMtkixA/ZcoU1KhRA3nz5oWpqSnatGmD27dvq7WJiYmBo6Mj8ufPjzx58sDe3h7Pnz9XaxMYGAg7OzvkypULpqamGD58OBISEtTaHDt2DJaWljAwMECZMmXg5eWVqp6FCxeiVKlSMDQ0RK1atXD+/PkMP2YiIiIioi+VLUL88ePH4ejoiLNnz8LX1xfx8fFo2rQpoqKilDZDhgzBnj17sGXLFhw/fhxBQUFo166dsj4xMRF2dnaIi4vDmTNnsHr1anh5ecHd3V1p8/DhQ9jZ2cHGxgYBAQFwdnZGnz59cODAAaXNpk2b4OLigrFjx+LSpUuoWrUqbG1t8eLFi6x5MIiIiIiIPkElIqLpIt4XEhICU1NTHD9+HPXq1UNYWBgKFiyI9evXo3379gCAW7duoUKFCvDz80Pt2rWxf/9+tGzZEkFBQShUqBAAwNPTEyNGjEBISAj09fUxYsQI7Nu3D9evX1f21alTJ7x58wY+Pj4AgFq1aqFGjRrw8PAAACQlJaF48eIYNGgQRo4c+cnaw8PDYWxsjLCwMBgZGWX0Q0NERETfiO3bt2u6hA96t6MUAFp6VdFQJR+3t+dVTZeQ4dKbJbNFT/z7wsLCAAAmJiYAAH9/f8THx6Nx48ZKm/Lly6NEiRLw8/MDAPj5+aFy5cpKgAcAW1tbhIeH48aNG0qbd7eR0iZlG3FxcfD391dro6Ojg8aNGytt3hcbG4vw8HC1PyIiIiKizJTtQnxSUhKcnZ3x888/o1KlSgCA4OBg6OvrI1++fGptCxUqhODgYKXNuwE+ZX3Kuo+1CQ8Px9u3b/Hy5UskJiam2SZlG++bMmUKjI2Nlb/ixYt/2YETEREREaVTtgvxjo6OuH79OjZu3KjpUtLFzc0NYWFhyt+TJ080XRIRERERfeP0NF3Au5ycnLB3716cOHECxYoVU5abmZkhLi4Ob968UeuNf/78OczMzJQ2788ikzJ7zbtt3p/R5vnz5zAyMkLOnDmhq6sLXV3dNNukbON9BgYGMDAw+LIDJiIiIiL6AtmiJ15E4OTkhB07duDIkSMoXbq02norKyvkyJEDhw8fVpbdvn0bgYGBsLa2BgBYW1vj2rVrarPI+Pr6wsjICObm5kqbd7eR0iZlG/r6+rCyslJrk5SUhMOHDyttiIiIiIg0LVv0xDs6OmL9+vXYtWsX8ubNq4w/NzY2Rs6cOWFsbAwHBwe4uLjAxMQERkZGGDRoEKytrVG7dm0AQNOmTWFubo7u3btj+vTpCA4OxujRo+Ho6Kj0lPfv3x8eHh5wdXVF7969ceTIEWzevBn79u1TanFxcUGPHj1QvXp11KxZE3PnzkVUVBR69eqV9Q8MEREREVEaskWIX7x4MQCgQYMGastXrVqFnj17AgDmzJkDHR0d2NvbIzY2Fra2tli0aJHSVldXF3v37sWAAQNgbW2N3Llzo0ePHpgwYYLSpnTp0ti3bx+GDBmCefPmoVixYli+fDlsbW2VNh07dkRISAjc3d0RHBwMCwsL+Pj4pLrYlYiIiIhIU7LlPPHajPPEExERUXpwnvivx3niiYiIiIhIazDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIy+hpugAiIiKijBITE4MlS5Zgw4YNOHv2bJptbt26haVLl6J48eKoWrUqGjZs+NFtJiQkYPny5Xj8+DF+/PFHtGrVCgUKFEB8fDycnZ2xceNG5MqVC05OThgxYoTafQ8cOICdO3eiaNGiePr0KZo2bZrq11CJvgRDPBEREX0TEhISsGHDBixduhRRUVFpttm0aRMWL16MLVu2oGDBgp/c5ps3b/Drr7+ia9eumDJlitq6qVOnol69enBwcMD06dMxcuRIWFhYwNbWFkDyl4XRo0fj7Nmz0NXVRWJiIiwsLFCiRAlUr1796w+Y/tM4nIaIiIi+CXp6eujVqxdatWqV5nofHx8MGzYMGzduTFeAj4+PR9u2bfHzzz+jZ8+eautEBK1atULHjh1haWkJLy8vGBoa4tq1a0qb/fv3o2DBgtDV1QUA6OrqomLFijh+/PiXHyTR/2OIJyIiom+KoaFhqmURERHo0aMHpk+fDjMzs3RtZ/bs2QgODoa7u3uqdSqVChYWFmr7NDY2RosWLZRlBQoUwOHDh3H+/HkAQFxcHPz9/VGvXr3PPCKi1BjiiYiI6Ju3ZMkSvH37Fm/evEH79u1RpUoVLFiw4IPt4+PjMW3aNNSrVw9DhgxBjRo10Lp1azx69CjN9nv37sXYsWNhbm6uLGvfvj3Kli2Lpk2b4sCBA3B0dMTw4cNRo0aNjD48+g9iiCciIqJv3o4dO1CiRAk0adIEW7duhYODAwYPHowNGzak2f7YsWN4/fo1ypQpg9mzZ2Pfvn24desW7OzskJCQoLR7/vw5Jk+ejA4dOmDHjh0ICwtT1uXMmRMHDhxAkSJF0KxZMxgbG6Nfv36Zfqz03/BFIT4qKgqLFy9Gq1atULx4cRgYGCBXrlz48ccf0b17d+zbty+j6yQiIiL6Yrdu3YKNjQ3KlCkDABg8eDCKFi2KGTNmfLA9APTu3Ru6urowNTXFsGHD8M8//8Db21tp991336FNmzbo0aMHfH194eTkpLad0NBQVKtWDfXq1cOsWbMwbdq0TDpC+q/57NlpPD094e7ujkKFCqFcuXKwt7dH7ty5oVKpEBERgUePHsHJyQl//vknli1bxlNGREREpHGRkZHIkyePclulUqFhw4bYvn37B9sDULtPo0aNAAB37txRlunr66NixYpYvHgxIiIisHfvXmXd8+fP0bZtW5w+fRr58uVDhw4dMHLkSFSvXl3ZFtGX+qwQP3DgQOTPnx83btz45FXd//zzD+bPn4/AwEDY29t/VZFEREREX6NYsWIIDQ1VW1aoUCGYmJh8sD2Q3JNeuHBhpT2AD96nffv28PX1VW57enqifPnyyv02b96M2rVrY/ny5Qzx9NXSPZxm2bJl6N+/PyZOnJiuaZnMzc3h6ekJALh69eqXV0hERET0lVq2bAk/Pz+1ZaGhoR8M002aNIG+vr7afUJDQ6Grq4sGDRqkeZ+YmBjUrVtXuR0WFgYDAwPltoGBAXr37o2kpKSvOBKiZOkO8fXq1UOVKlU+2e79q7ZThtsQERERZYX4+Hi1i08BYMSIEXj27BmOHj0KIPn6vmPHjmHUqFEAgCNHjqBUqVJYv349AMDMzAxDhw7F/PnzISIAkn8oysHBAd9//z0iIyMxY8YMJfeEh4dj2bJl+Ouvv5R9durUCSdPnsSbN2+UZf/88w+6d++eWYdO/yHpHk5Trly5dLULDg6Gp6cnpk6dqiz74YcfPr8yIiIios+0bds27N69G8+ePcPcuXPRpUsXmJqaokiRIjh06BDGjBmDkydP4smTJ/Dy8kLZsmUBJIfw6OhoLFiwAF26dAEATJo0Ce7u7ujTpw+KFSuG6OhozJ8/H0DyvPOrV6/GuHHjYGNjg+LFi8PDwwM//vijUkvNmjXh4eGBHj16oFatWkhKSkLdunXRsmXLrH9g6JujkpSvl59py5YtGDRoEF6+fIn3N5E3b161b53/JeHh4TA2NkZYWBiMjIw0XQ4RERF9hkGDBn10/viM9KGLarODdu3aqd1u6fXp0RiasLfntzdkO71Z8rNnp0kxefJkODg4wMzMDOfOnUOTJk0gIti6dSvGjBnzpZslIiIi0ogtW7agQ4cOmi6DKF2+OMQ3btwYkydPBpA8hKZHjx4Aki9oXb9+PWrVqpUxFRIRERFlsoCAAFSsWFHtF1eJsrMv/sXWFy9e4P79+8r4Lg8PDwDJc6KuWbMmwwokIiIiymwWFhYM8KRVvjjEt2jRAuXKlUPfvn3RrFkzHD9+HIUKFULbtm35IiAiIiIiykRfPJymU6dOqF27tjLgfsOGDfDy8kJsbCy6du2aYQUSEREREZG6dIf4a9euoXLlymrLSpUq9b8N6emhT58+Stt8+fJlSIFERERERKQu3cNpFi1alOqHE9ISHx+PxYsXf1VRRERERET0YekO8UuWLIGBgQF0dXU/+mdoaIglS5ZkZs1ERERERP9p6R5OU7hwYXTu3Bk5c+ZUlokI9u7di1atWinLYmJisG3btoytkoiIiIiIFOkO8RMmTICDg0Oq5f/++y8mTpyotqxatWpfXxkREREREaUp3cNpunTpkuZylUqValnbtm2/vCIiIiIiIvqodIf4d4fRZGRbIiIiIiL6POkO8Xv37k33Rvft2/dFxRARERER0aele0z81KlToVKpUvWyP3v2DEePHoWIAEieYnL+/Pmws7PL2EqJiIiIiAjAZ4T4M2fO4JdfflHC+rsOHDgAIHl8vIikOU6eiIiIiIgyRrpDfIMGDTBixAgYGhp+tF1UVBTmzZv31YURERERfYlxUfU1XUKaxuU+rukS6BuS7hDv6uoKW1vbdLXNkSPHFxdEREREREQfl+4LW01MTNK90SZNmqjdDggISPd9iYiIiIjo49Id4u/fv48zZ8581sZFBDNmzICpqelnF0ZERERERGlLd4jv3LkzDh8+jIEDB+LSpUsfbfv27Vvs2rULdnZ2aNiwIYoUKfLVhRIRERERUbJ0j4kHgDFjxmDfvn3o2LEjXr58ifLly8PMzAy5c+dGXFwcwsLC8PjxYzx69Aht2rTBypUrYWZmllm1ExERERH9J31WiAcAOzs7NG/eHPv27cO+fftw9epVvHr1Cjlz5kTRokXRs2dPtGvXDj/++GNm1EtERERE9J/32SEeAHR0dNCqVSu0atUqo+shIiIiIqJPSPeYeCIiIiIiyh4Y4omIiIiItAxDPBERERGRlsnwEH/t2jUkJSVl9GaJiIiIiOj/fVWIj4qKwtOnTxEYGKj216tXr4yqj4iIiIiI3vNFs9MAgIeHB5ydnSEiqdaZmJh8VVFERERERPRhXxziV65cicWLF6NQoUI4ePAgfv31V4gIvLy84ObmlpE1EhERERHRO744xDdr1gx9+/YFAJw7dw716tWDSqVC/vz5MWnSJKxZsybDiiQiIiIiov/54jHxjx49wuHDh/H69Wu0atUKI0eOxNu3b3H69Gns2bMnI2skIiIiIqJ3fHGI7927N1q3bo1hw4ahdu3aiImJQe7cueHo6Ij69etnZI1ERERERPSOLw7xjRs3xsuXL7F06VIAwLx58+Dr64vdu3dj27Ztn7WtEydOoFWrVihSpAhUKhV27typtr5nz55QqVRqf82aNVNrExoaiq5du8LIyAj58uWDg4MDIiMj1dpcvXoVdevWhaGhIYoXL47p06enqmXLli0oX748DA0NUblyZXh7e3/WsRARERERZbavmmLS398fmzZtAgC8evUKoaGhaNKkCfT0Pm+ofVRUFKpWrYqFCxd+sE2zZs3w7Nkz5W/Dhg1q67t27YobN27A19cXe/fuxYkTJ9CvXz9lfXh4OJo2bYqSJUvC398fM2bMwLhx45QvIQBw5swZdO7cGQ4ODrh8+TLatGmDNm3a4Pr16591PEREREREmemLQ7yXlxfq1asHLy8vAED+/PlRo0YNtG7dGo8ePfqsbTVv3hyTJk1C27ZtP9jGwMAAZmZmyt93332nrLt58yZ8fHywfPly1KpVC3Xq1MGCBQuwceNGBAUFAQDWrVuHuLg4rFy5EhUrVkSnTp0wePBgzJ49W9nOvHnz0KxZMwwfPhwVKlTAxIkTYWlpCQ8Pj886HiIiIiKizPTFIX7mzJn4+++/YW1trSwrVaoUmjZtCgcHhwwp7l3Hjh2DqakpypUrhwEDBuDVq1fKOj8/P+TLlw/Vq1dXljVu3Bg6Ojo4d+6c0qZevXrQ19dX2tja2uL27dt4/fq10qZx48Zq+7W1tYWfn98H64qNjUV4eLjaHxERERFRZvriEF+pUiV07doVuXLlUlseGRmpBOeM0qxZM/z99984fPgwpk2bhuPHj6N58+ZITEwEAAQHB8PU1FTtPnp6ejAxMUFwcLDSplChQmptUm5/qk3K+rRMmTIFxsbGyl/x4sW/7mCJiIiIiD7hi+eJL1q0KABApVIpy65evYq5c+eifPnyX1/ZOzp16qT8f+XKlVGlShX88MMPOHbsGBo1apSh+/pcbm5ucHFxUW6Hh4czyBMRERFRpvriEP/bb7+hb9++CA0NxfTp0+Hv74/t27fD0NAQ8+bNy8gaU/n+++9RoEAB3Lt3D40aNYKZmRlevHih1iYhIQGhoaEwMzMDAJiZmeH58+dqbVJuf6pNyvq0GBgYwMDA4KuPiYiIiIgovb54OE3VqlUxffp0VKtWDf7+/oiNjYWrqyvu3LmDn3/+OSNrTOXp06d49eoVChcuDACwtrbGmzdv4O/vr7Q5cuQIkpKSUKtWLaXNiRMnEB8fr7Tx9fVFuXLllItkra2tcfjwYbV9+fr6qo37JyIiIiLStC/uiZ8+fTp++OEHjB49+quLiIyMxL1795TbDx8+REBAAExMTGBiYoLx48fD3t4eZmZmuH//PlxdXVGmTBnY2toCACpUqIBmzZqhb9++8PT0RHx8PJycnNCpUycUKVIEANClSxeMHz8eDg4OGDFiBK5fv4558+Zhzpw5yn7/+OMP1K9fH7NmzYKdnR02btyIixcvqk1DSURERESkaV/cEz9t2jQEBASkuU5EPmtbFy9eRLVq1VCtWjUAgIuLC6pVqwZ3d3fo6uri6tWr+OWXX/Djjz/CwcEBVlZWOHnypNowlnXr1qF8+fJo1KgRWrRogTp16qiFb2NjYxw8eBAPHz6ElZUVhg4dCnd3d7W55H/66SesX78eS5cuRdWqVbF161bs3LkTlSpV+qzjISIiIiLKTF/cE7948WJER0enuW7evHlwdnZO97YaNGjw0eB/4MCBT27DxMQE69ev/2ibKlWq4OTJkx9t8+uvv+LXX3/95P6IiIiIiDTli0O8l5cX7t69iwULFsDY2FhZHhsbC39//88K8URERERElH5fHOILFy6Mly9fokKFCtDR+d+onKSkJAQGBmZIcURERERElNoXh3hHR0fkypUrzTnhfXx8vqooIiIiIiL6sC8O8ZaWlh9cFxER8aWbJSIiIiKiT/ji2Wk+ZP/+/Rg+fHhGb5aIiIiIiP7fF/fEvyskJAReXl5YsWIF7ty5A5VKlRGbJSIiIiKiNHxViPfx8cGyZcuwd+9eJCQkoF69eujbty/279+fUfUREREREdF7PjvEP3nyBCtWrMCqVavw9OlTlCpVCpUrV8aOHTtQvHhxAEDz5s0zvFAiIiIiIkqW7jHxW7ZsQbNmzfD9999j8uTJsLS0hLe3N+7fv4/KlSsrAR4AzM3NM6VYIiIiIiL6jJ54EUF8fDzy5s2LjRs3omnTpso6joEnIiIiIso66e6J79ChAw4fPoxz587h0KFD+PXXX7FlyxYkJiZmZn1ERERERPSez55ismzZspg+fTrWr1+PxMREdO/eHQEBAXj48KHSxs/PL0OLJCIiIiKi//ni2Wly5MiBTp06oVOnTrhz5w4WLVqE+/fvo06dOti5cydOnDiRkXUSEREREdH/y5Afe/rxxx8xY8YMbNiwAblz58bNmzczYrNERERERJSGDPmxpxQGBgb4/fffkS9fvozcLBERERERvSNDeuLf17Fjx8zYLBERERERIZNCPBERERERZR6GeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiOibEBMTg3nz5qF27dqp1j1+/BgdO3bEkCFD0K1bNwQHB390WxcuXEDt2rWRJ08e1KhRAydOnFBbn5iYCDc3N/Tr1w+tW7eGq6srEhMTlfV+fn5QqVSp/qysrDLkWPUyZCtERERERBqUkJCADRs2YOnSpYiKilJbFx0djUaNGmHRokVo2rQptm/fjlatWuHs2bPQ1dVNta2QkBAMGDAAvXv3hr6+Pv766y/Y2triypUr+PHHHwEA48aNQ1hYGJYuXQoRgY2NDUaOHIkZM2YAANauXYuhQ4eiQoUKyj62bdsGS0vLDDle9sQTERERkdbT09NDr1690KpVq1TrFi5ciJiYGDRt2hQA0Lp1a9y8eRPr169Pc1t79+7F9u3bMXDgQPTp0we+vr5ISkrC2rVrAQBv3rzB3Llz0blzZwCASqXC4MGDMXfuXAQFBSEpKQlNmzbFzJkz4eDggJ49e6Jnz54IDQ1F27ZtM+R4GeKJiIiI6JthaGiYatnWrVvVesB1dXVRtWpVbNq0Kc1t2NraokSJEsrtH374Aebm5ggNDQUAXLx4EZGRkcifP7/SxtraGgkJCThw4AB0dHTQunVrtW2+ePECwcHBsLCw+JrDUzDEExEREdE3KzExEf7+/mqBGwBMTU1x+fLlNO9TpEiRVMsSEhKUsfavX78GkBzMUxQsWBAA8PTp0zS3uWfPHvzyyy+ffwAfwBBPRERERN+s0NBQJCYmwsTERG153rx58fLly3RtIygoCNHR0fj1118BJPfMA1C72DU6OhoA8N1336W5jV27dqFNmzafW/4HMcQTERER0TdLpVIBAHLmzKm2PDExETly5EjXNqZPn46ZM2fCwMAAAGBpaYmffvoJixYtwoMHD5CQkIAVK1YAAMqUKZPq/tHR0QgICECdOnW+5lDUcHYaIiIiIvpm5c+fH/r6+ggLC1NbHhkZqQyB+Rg/Pz/o6emluiB1165dcHZ2RuvWrWFtbQ1dXV3kz58fDRs2TLWNgwcPonHjxmnOhPOlGOKJiIiI6JulUqlQuXJltfHrABAcHIyaNWt+9L7Pnz/HsmXLsHTp0lTrChQooMxWIyKwtLTE4MGDoa+vn6rtrl270K5du684itQ4nIaIiIiIvmndunXD2bNnldsJCQm4efMm2rdv/8H7REZGYuTIkZgzZw709JL7vePi4vDmzZtUbZcsWQI9PT24ubmlWpeYmIhjx46hSZMmX38g72CIJyIiIqJvRnx8PBISEtSWOTg4QERw6dIlAMD27dthbm4Oe3t7AMCRI0dQqlQpZd74mJgYdOjQAT///DP8/Pzg4+ODHTt2KPPCv8vb2xtbtmzBgQMH0hxjf+bMGVhZWaU59eXX4HAaIiIiIvombNu2Dbt378azZ88wd+5cdOnSBaampsibNy8OHDgAd3d3lCpVCq9evcK+ffugo5Pcnx0eHo7o6GgsWLAAXbp0Qfv27bF//37s379fbfstW7ZEvnz5EBUVhd27d+Px48fImzcv9u/fn+YwGiDjZ6VJoRIRyfCt/oeFh4fD2NgYYWFhMDIy0nQ5RERE/znjoupruoQ0jct9XO329u3bNVTJp70/frulVxUNVfJxe3tezdDtDRo0CAsWLMjQbX6u9GZJDqchIiIiov+8LVu2oEOHDpouI904nIaIiIiI/tMCAgJQsWJFmJuba7qUdGOIJyIiIqL/NAsLC02X8Nk4nIaIiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZfQ0XQARERERUUZRqVSaLiFNIpKh28sWPfEnTpxAq1atUKRIEahUKuzcuVNtvYjA3d0dhQsXRs6cOdG4cWPcvXtXrU1oaCi6du0KIyMj5MuXDw4ODoiMjFRrc/XqVdStWxeGhoYoXrw4pk+fnqqWLVu2oHz58jA0NETlypXh7e2d4cdLRERERPQ1skWIj4qKQtWqVbFw4cI010+fPh3z58+Hp6cnzp07h9y5c8PW1hYxMTFKm65du+LGjRvw9fXF3r17ceLECfTr109ZHx4ejqZNm6JkyZLw9/fHjBkzMG7cOCxdulRpc+bMGXTu3BkODg64fPky2rRpgzZt2uD69euZd/BERERERJ9JJRndt/+VVCoVduzYgTZt2gBI7oUvUqQIhg4dimHDhgEAwsLCUKhQIXh5eaFTp064efMmzM3NceHCBVSvXh0A4OPjgxYtWuDp06coUqQIFi9ejD///BPBwcHQ19cHAIwcORI7d+7ErVu3AAAdO3ZEVFQU9u7dq9RTu3ZtWFhYwNPTM816Y2NjERsbq9wODw9H8eLFERYWBiMjowx/fIiIiOjjxkXV13QJaRqX+7ja7e3bt2uokk9r166d2u2WXlU0VMnH7e15NdUybR9OEx4eDmNj409myWzRE/8xDx8+RHBwMBo3bqwsMzY2Rq1ateDn5wcA8PPzQ758+ZQADwCNGzeGjo4Ozp07p7SpV6+eEuABwNbWFrdv38br16+VNu/uJ6VNyn7SMmXKFBgbGyt/xYsX//qDJiIiIiL6iGwf4oODgwEAhQoVUlteqFAhZV1wcDBMTU3V1uvp6cHExEStTVrbeHcfH2qTsj4tbm5uCAsLU/6ePHnyuYdIRERERPRZODvNVzIwMICBgYGmyyAiIiKi/5Bs3xNvZmYGAHj+/Lna8ufPnyvrzMzM8OLFC7X1CQkJCA0NVWuT1jbe3ceH2qSsJyIiIiLKDrJ9iC9dujTMzMxw+PBhZVl4eDjOnTsHa2trAIC1tTXevHkDf39/pc2RI0eQlJSEWrVqKW1OnDiB+Ph4pY2vry/KlSuH7777Tmnz7n5S2qTsh4iIiIgoO8gWIT4yMhIBAQEICAgAkHwxa0BAAAIDA6FSqeDs7IxJkyZh9+7duHbtGn777TcUKVJEmcGmQoUKaNasGfr27Yvz58/j9OnTcHJyQqdOnVCkSBEAQJcuXaCvrw8HBwfcuHEDmzZtwrx58+Di4qLU8ccff8DHxwezZs3CrVu3MG7cOFy8eBFOTk5Z/ZAQEREREX1QthgTf/HiRdjY2Ci3U4J1jx494OXlBVdXV0RFRaFfv3548+YN6tSpAx8fHxgaGir3WbduHZycnNCoUSPo6OjA3t4e8+fPV9YbGxvj4MGDcHR0hJWVFQoUKAB3d3e1ueR/+uknrF+/HqNHj8aoUaNQtmxZ7Ny5E5UqVcqCR4GIiIiIKH2y3Tzx2i69c3sSERFR5uA88V+P88RnvP/cPPFERERERKSOIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiI6LPExsaicOHCUKlUUKlUyJ8/P6Kjoz/Y/sSJE6hXrx6OHTuWap2Pjw+qVKmCvHnzwsbGBteuXVNbf/fuXTRp0gR58+ZFpUqVsH379ow+HCKtpKfpAoiIiEi7rF69Gj179kShQoUAAOXKlUOuXLnSbHvy5EmsXr0aJ0+eTLXu1q1bGDNmDIYMGYKIiAhMnDgRjRs3xo0bN1CgQAHExMSgZ8+eaNu2Lbp37465c+eiffv2OHr0KOrXr5+px0iU3THEExERUbolJSXh6NGj2LBhQ7ra161bFwULFsTKlStTrfPx8cGhQ4dgbGwMALC0tETdunWxe/du9O7dG0eOHMHcuXNRo0YNAMAvv/yCMmXKYMWKFQzx9J/H4TRERESUbjt27MCuXbvQpEmTdA9tMTQ0THN5hw4dlAAPAHXq1EG+fPkQGhoKALCwsFACPADky5cPdevWVdYT/ZcxxBMREVG6PX36FA0aNMD58+dhb2+P7t27Iykp6Yu2VaRIEbXbIoLExETUrl07zfUAkJCQoKwn+i9jiCciIqJ0++OPP+Dt7Y2goCAMHDgQa9euxdy5czNk2+fOnUOlSpVQp06dNNe/ffsWV69eRf/+/TNkf0TajCGeiIiIPlvu3LmxcOFCdO7cGZ6enhmyzVmzZmHevHkfXO/p6YkhQ4agQIECGbI/Im3GEE9ERERfbNSoUXj06NFXb2fLli346aef1MbAv+vBgwe4fPkynJ2dv3pfRN8Czk5DREREX+z7779HsWLFvmobt27dwqlTpz7YCx8dHY3x48dj4cKFX7Ufom8Je+KJiIiykdDQUJiamqb5w0hpmTRpEho0aJBq+fPnz5EzZ07lB5nMzc0hImptLC0tlfU5cuTA06dPP7veixcvonfv3p99vxTPnj3DzJkzMXPmTGVZeHg4YmJiACRfyOri4oKJEycib968SpuQkJAv3ifRt4A98URERNmIq6trugPq3bt3MXnyZNSqVSvVOg8PD4wdO1aZ3rFGjRpQqVTK+oMHD6JGjRr47bffAACFCxf+ZI/6mzdv0KtXLzg6OqJx48a4f/8+Vq1ahSVLlgAAnJyccOrUKfj4+MDMzEy5X3x8PIDkQP6uV69eoWPHjnB0dMThw4cBABEREdi4cSO2bNmCpKQk9O7dG5UqVcI///yDf/75B3FxcdixYweGDx+OggULputxIvoWMcQTERFlEydPnvys6RrHjBmDRo0aITIyUm15REQEgoKCsGLFig/ed82aNVi+fDkMDAzSvT9DQ0NERUWhZcuWMDc3R4sWLeDp6Ql9fX0AwIsXLxASEoINGzZgyJAhAICrV69i0aJFAJIvTM2TJw9q166N+Ph4NGnSBJcvX071a65OTk7Q0dGBk5MT1qxZk6qOSpUqwdzcPN11E32LGOKJiIiygbi4OMyePRtTp07FqlWrPtl+zZo1aN68OY4ePZoqxC9duhRbt27Fq1ev8Mcff8DGxkZtvb+/PzZt2oSHDx+id+/e6NmzJ3R0Pj3C1tDQEAcPHvzg+s2bN+PChQu4efOmsqxKlSrw9PRMNYNNjhw5cOnSpY/uz8PDAx4eHp+si+i/iGPiiYiIsoFp06bB2dk5XT3joaGh2LdvH3r06JHm+tevX6NmzZo4ePAgGjZsiFGjRqmtv337Nlq0aIE7d+7AwcEBtra2iI6O/upjiI2Nxa5du9CxY8ev3hYRfRxDPBERkYbdvXsXwcHBqF+/frrajxkzBhMnTvzg+kmTJsHX1xeBgYGwt7fHlClTsH37dmV9ly5dsHPnTvz777+YOHEiDh06hJEjR371cfj4+MDNze2zhugQ0ZdhiCciItIwd3f3j4bydx0/fhxFihRB2bJlP9m2QIEC2LRpE+rWrZvmDzLlyJEDo0ePhpubG1asWKFcgPqlWrdujdy5c3/VNogofRjiiYiINGj16tWws7ODiYnJJ9vGxcVh3rx5GD58eLq3r6urC1dX14/+INOIESMQExPDaRuJtAgvbCUiItIgLy8vHDt2DN27d1dbbmNjg/r166vNF+/n54cdO3akOVxFpVLh6NGjac4Z/6kfZDI2NkbRokWRP3/+Lz4OIspaDPFERPRNCgsLQ//+/eHt7Y0CBQpg7Nixypzo7/v3339RokSJVNM7mpiY4NWrVwCSf1xo2LBhyJs3L27duoWePXuiW7duau2PHDkCT09PmJqaIkeOHJgxYwb09D7+Ubts2TK12WWCgoJgZ2eHZcuWpQrkVlZWuHz5stoyd3d3BAUFYfny5ShTpkya+/jUDzI9fvwYtra2HMtOpEUY4omI6Js0btw4dOvWDUOGDMGIESPQq1cv1KhRAxUqVEjV9u+//4aDgwNq1qyphO7jx4+rhfp27dph0KBB6NChA0JCQmBubo58+fKhZcuWAIArV66gS5cuuH79OgoUKIDBgwdj+PDhmDNnzkfrfD9458uXT1lepkwZTJ06FStXrsTOnTthbm4OCwsLtfYmJiYIDw9Xlt+/fx+urq4YNWoUrKys4O/vj3PnzmHhwoUAgKSkJHTu3Bnt2rVDx44d8eLFC4wdOxazZ89O92NLRJrHMfFERPTNiYiIwMCBA2FnZ4eaNWti1apVSEpKwo0bN9JsX758eSxduhR9+vRBz5490bNnT8TFxaFt27YAgEOHDuHcuXOwt7cHABQsWBCdO3eGq6urso1Ro0ahcePGKFCgAIDkGWAWLFjw0bHo6fHq1StER0crv4r6KXnz5kVgYCDq1KkDa2trHDt2DAsWLFDW6+joQE9PD7169YK5uTkmTpyIefPmpWtMPhFlH+yJJyKib07evHmRN29e5Xb+/PlhZGSU5nhxAEpYT5GQkIBjx45h2bJlAIBjx44hX7580NXVVdpYW1tjwYIFePjwIfLnz4+DBw9i2rRpynoLCwuICLZu3Yphw4alu/ZSpUpBRJTbM2bMgKurKxYvXpxmey8vL7XbpqamuHDhwkf3sW7dunTXQ0TZE0M8ERF989avX4+1a9cqveSfcvz4cdSsWRO5cuUCkPzjSaGhoUhMTFSCfMGCBQEAT58+RWBgIBISEtQuDDU0NISRkVGqMeyfKykpCUuXLsWAAQO+ajtE9G3hcBoiIvpmPXz4EMOGDYOjoyM2bdqEuLi4dN1v165daNOmjXL7hx9+QGJiIk6fPq0sS/mF0++++w4vXrwAgFRDUvLmzYuXL19+1TH4+vri999/V740EBEBDPFERPQNMzMzQ+fOndGmTRusW7cu3T+o5O3tjVatWim3f/vtNxgZGcHd3R3R0dEICwvDxo0boauri1KlSkGlUgEAcubMqbadxMRE5MiR46uOwdbWNt1nEIjov4MhnoiIvlk5c+aElZUVtm7dijp16mDv3r2fvE9AQABKlCih1qteoEABHDt2DDly5ICNjQ2mTZuGoKAgtGjRAnny5EHhwoUBJE9r+a7IyEj2oBNRptCKED9u3DioVCq1v/LlyyvrY2Ji4OjoiPz58yNPnjywt7fH8+fP1bYRGBgIOzs75MqVC6amphg+fDgSEhLU2hw7dgyWlpYwMDBAmTJlUl0sRERE2sve3h76+vqfbLdr165UF7oCQLVq1eDr64tz585h0KBBOH/+PFxcXAAAFSpUQI4cOZRhNUDycJvw8HDUrFkz4w6CiOj/aUWIB4CKFSvi2bNnyt+pU6eUdUOGDMGePXuwZcsWHD9+HEFBQWjXrp2yPjExEXZ2doiLi8OZM2ewevVqeHl5wd3dXWnz8OFD2NnZwcbGBgEBAXB2dkafPn1w4MCBLD1OIiLKHDExMahbt+4n2+3evVttPHxaXFxc0K9fP2W2GxMTE7Ro0QJnz55V2ly7dg36+vpqw3KIiDKK1sxOo6enBzMzs1TLw8LCsGLFCqxfvx4NGzYEAKxatQoVKlTA2bNnUbt2bRw8eBD//PMPDh06hEKFCsHCwgITJ07EiBEjMG7cOOjr68PT0xOlS5fGrFmzACT3qpw6dQpz5syBra1tlh4rERF9neDgYKxbtw6//fYbChYsiGfPnmH37t3Ys2cPAMDJyQmnTp2Cj4+P2mdLYGAgdHR0ULx48TS3KyIYO3YsChQokOrHkUaPHo02bdogOjoauXLlwurVq/HHH3+gWLFimXegWejUgnafbqQBdQZt13QJRBqhNT3xd+/eRZEiRfD999+ja9euCAwMBAD4+/sjPj4ejRs3VtqWL18eJUqUgJ+fHwDAz88PlStXRqFChZQ2tra2CA8PV374w8/PT20bKW1StvEhsbGxCA8PV/sjIiLNCgkJwcKFC1G2bFm0a9cO06ZNw+bNm5UpIF+8eIGQkBBs2LBB7X67d+9G69atU23v4cOHWLNmDUaPHo0aNWpgwYIF0NFR/witXr06PDw84ODggEGDBsHExARTp07NvIMkov80reiJr1WrFry8vFCuXDk8e/YM48ePR926dXH9+nUEBwdDX19f+ZnqFIUKFUJwcDCA5B6ZdwN8yvqUdR9rEx4ejrdv36aacSDFlClTMH78+Iw4TCIiyiCVK1fGgwcPPrh+8+bNuHDhAm7evKm23MnJKc32pUuXRunSpT+53zZt2nxyKA4RUUbQihDfvHlz5f+rVKmCWrVqoWTJkti8efMHw3VWcXNzUy5sAoDw8PAPnoYlIqLsITY2Frt27cKYMWM0XQoR0RfRmuE078qXLx9+/PFH3Lt3D2ZmZoiLi8ObN2/U2jx//lwZ52hmZpZqtpqU259qY2Rk9NEvCgYGBjAyMlL7IyKi7M3Hxwdubm4wMDDQdClERF9EK0N8ZGQk7t+/j8KFC8PKygo5cuTA4cOHlfW3b99GYGAgrK2tAQDW1ta4du2a2tRfvr6+MDIygrm5udLm3W2ktEnZBhERfTtat26N3Llza7oMIqIvphUhftiwYTh+/DgePXqEM2fOoG3bttDV1UXnzp1hbGwMBwcHuLi44OjRo/D390evXr1gbW2N2rVrAwCaNm0Kc3NzdO/eHVeuXMGBAwcwevRoODo6Kr0w/fv3x4MHD+Dq6opbt25h0aJF2Lx5M4YMGaLJQyciIiIiSkUrxsQ/ffoUnTt3xqtXr1CwYEHUqVMHZ8+eVX4Fb86cOdDR0YG9vT1iY2Nha2uLRYsWKffX1dXF3r17MWDAAFhbWyN37tzo0aMHJkyYoLQpXbo09u3bhyFDhmDevHkoVqwYli9fzukliYiIiCjb0YoQv3Hjxo+uNzQ0xMKFC7Fw4cIPtilZsiS8vb0/up0GDRrg8uXLX1QjEREREVFW0YoQT0RE9C1yW2qh6RLSNKVfgKZLIKJP0Iox8URERERE9D8M8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZbhjz0REdE3Jfx0KU2XkCajnx9pugQi+oawJ56IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYjos8XExGDevHmoXbv2J9vOmDEDJUqUQP78+dG9e3e8evVKbX358uWhUqlS/V27di3Vtg4ePAgXFxcsXrwY//zzT4YdDxGRtuHsNERE9FkSEhKwYcMGLF26FFFRUR9tu3LlSpw5cwbTpk3DlStXMGvWLAQFBeHw4cMAgDNnzqBYsWL4448/kDNnTgDA8+fPsXjxYlSuXFnZjohg2LBhiIiIwKJFi6Cnx48vIvpvY088EVE28Tm92wBw4sQJ1KtXD8eOHfusbfn5+aXZ821lZZWu/erp6aFXr15o1arVJ9s+efIEO3bsQOfOnTF16lSMHTsWR44cwYMHDwAAISEhOHjwIAYMGICePXuiZ8+eMDExQZs2bdS2M3r0aAQEBGDx4sUM8EREYIgnov+gxMREuLm5oV+/fmjdujVcXV2RmJgIIP0Bd9euXWrr+/fv/1U1vdu7HRwc/Mn2J0+exOrVq3Hy5MnP3tbatWsxdOhQLF++HKtWrcKqVavQsmVLtGzZ8rNqNjQ0/GSbvn37qt1OCf6hoaEAgNatW0NHR/2jaNeuXWoh/ty5c5gxYwZWrVoFXV3dz6qRiOhbxe4MIvrPGTduHMLCwrB06VKICGxsbDBy5EjMmDFDCbgVKlRQAuO2bdtgaWmpto2NGzdizpw5yu22bdt+VU0pvdu3b9/Gxo0bP9m+bt26KFiwIFauXPlZ20pKSkLTpk3RunVrteXLli376mNIS5EiRdRuJyQkIE+ePKhUqVKa7aOionDlyhXUrVtXWTZx4kTUrFkTXl5eOHHiBN6+fYuJEyeiYcOGGV4vEZG2YIgnov+UN2/eYO7cufD29gYAqFQqDB48GB07dsSQIUPSFXBPnToFa2trDB48OMPrS0/vdnrbprVeR0cn1fG9ePECwcHBsLCwSPe+v5Svry+cnJw+WPuBAwfQuHFj5QtUVFQUfH190bp1a/zxxx9wc3ND165d0aJFC9y8eROlS5fO9JqJiLIjDqchov+UixcvIjIyEvnz51eWWVtbIyEhAQcOHEhXwJ02bRqmTZuGfv364d69e1lVeqbZs2cPfvnll0zfT1RUFHbv3o2RI0d+sM2uXbvUvjA9ePAAcXFx6NixI4yNjZEjRw5MnjwZsbGxWLBgQabXTESUXTHEE9F/yuvXrwEkh/MUBQsWBAA8ffo0Vfv3A25UVBTy5cuHYsWKYcWKFahcuTJ2796dyVVnrvfHoGeW0aNHY86cOTA2Nk5zfWJiIo4dO4YmTZooyyIjIwEAefLkUZaVLVsWxYsXx507dzK3YCKibIzDaYgow8TGxqJUqVLKxZQmJiZ48uQJcuXKhbVr1+LChQsoWLAgHj16hO7du6N+/fqpthEdHQ0PDw9ERUWhTJkysLe3R65cuTKsxh9++AFA8swuDRo0UPYJAN99912q9rt27cLQoUOV27lz58aaNWsAANeuXUOXLl3QuXNn3Lp1C8WLF8+wOrNKdHQ0AgICUKdOnUzdz4YNG1C1alXUqlXrg21OnTqF6tWrK1NNAkCxYsUA/O9C2BSFChWCiYlJ5hRLRKQFGOKJKMOsXr0aPXv2RKFChQAA5cqVQ65cuXDkyBFs2LAB+/btA5Dcu1qxYkWcPn1aCWlA8nSEv/76K8aPHw9bW9tMqdHS0hI//fQTFi1ahG7duqFEiRJYsWIFAKBMmTJqbT8VcCtXrgxfX1+Ym5tjzZo1GDVqVKbUnJkOHjyoNgY9Mxw/fhz379/H6NGjlWUvXryAqampWru0zggUL14cVapUgZ+fHzp37qwsDw0NRaNGjTKtZiKi7I4hnogyRFJSEo4ePYoNGzakWrdr1y6ULFlSuZ0nTx4ULlwY586dU0J8WFgYbG1t4erqmmkB/t16nJ2d0bp1a1hbW0NXVxf58+dPNdtJegKumZkZevfujUePHmVqzZll165daNeu3RfdNz4+HgkJCWrLnJyccOrUKfj4+MDMzAwXL16Eu7s73Nzc4OPjAxFBUFAQrl+/rja7DwB4e3tjzJgxqfYzbdo0dO/eHe7u7ihQoAAuXryInDlzokuXLl9UNxHRt4AhnogyxI4dO7Br1y40adIEAwYMUAuGBQoUwOzZszF8+HCULl0ar1+/xoMHD9SGVowcORLFixdHz549M73WAgUKYO3atQCSfwnU0tISgwcPhr6+vlq79Abc77//Hi9fvsyUWjNTyhj0xYsXf/Z9t23bht27d+PZs2eYO3cuunTpAlNTU7x48QIhISHYsGEDWrZsiaZNm+L169c4ceKE2v23bt2qdvv69esoVqxYmkOamjVrhoULF+L333+HhYUFAgMD4ePjgxw5cnx23URE3wpe2EpEGeLp06do0KABzp8/D3t7e3Tv3h1JSUkAgH79+sHQ0BB169aFn58f+vTpgxUrVii98MHBwVi+fDksLS3Rv39/VK1aFd27d8erV68yve4lS5ZAT08Pbm5uasvTusjyQ1LGxmeED/VuW1hYpPrhpvj4eABI1f5j23rXmTNnYGVl9VnTWqawt7fHtWvXkJiYCGdnZ2VozObNm7Fz507kz58fZcuWRWhoKEQk1Z+9vb3a9ipVqoRDhw59cH8dOnTAtm3bMGbMGCxbtkxtGBYR0X8RQzyRFoiJicG8efNQu3btVOvWrVuHLl26oHfv3rC3t0dISMgHtzNp0iTlYs6M9scff8Db2xtBQUEYOHAg1q5di7lz5wJIvgjx0KFDEBH89NNPsLGxUX65E0ieASYhIQFVq1aFp6cntm3bBh8fn0wfLuHt7Y0tW7bgwIEDqXp1PxRwd+3ahT59+iiBev369TA3N081nv5LvN+7nTKDzru92ymuXr2KWbNmAQA8PT1x9uzZdG3r/WPJ6FlpYmNjsWvXLnTs2DFDt0tEROo4nIYom0tISMCGDRuwdOlSREVFqa3z9fXFjBkzcOHCBeTIkQPu7u745ZdfcOrUqVTjuO/evYvJkyd/dHaQjJA7d24sXLgQr1+/hqenJ1xcXAAAISEhaNq0KS5cuIAhQ4bgu+++Q9euXQEAt27dQp48edCpUycAyReY9uvXD3/99ReuXr2KKlWqZFh9KXOVP378GHnz5sX+/ftTDaMBPhxwv/vuOxw6dAibN2/GTz/9BCcnpwz7smFvb5+qhxpI7t2+cOECbt68qSyrUqUKPD094enp+VnbetfMmTO/ruA0+Pj4wM3NDQYGBhm+bSIi+h+GeKJ3hIaGonz58ti8ebPSY/369WsMGjQIBQoUQHBwMCZMmIAff/wxy2rS09NDr169cPv2bWzcuFFt3fjx42Fvb6/0Ig8aNAiTJ0/Gtm3b0KFDB7W2Y8aMQaNGjZR5tzPbqFGjYGlpCQC4ceMGBgwYgEuXLiE2NhbNmjVDr169YGVlhfLlyyMyMlJtHnAAaNSoEf766y/cuXMnQ0N87ty51WY5+ZAPBdx69epl+UWsKb3baV30md28/2NZRESUOTic5htw5MgRdOjQAU5OThgyZMhHx8BqWnav1dXVVW04ioigVatWqFevHubOnQtXV1c0adIEERERWV7b+8M64uLi4Ofnp/bLowULFkSZMmWUqRxTrFmzBs2bN0eBAgWypFYg+WLPlHHLM2fORKNGjZAzZ07ky5cP3t7eMDU1xerVqwEkzwX+5s0bZQw9AGWaSs4Fzt5tIiJKjSFey125cgVdunTBokWL4OHhgcTERAwfPlzTZaUpu9d68uRJtRAJJM+gcf78eXTv3h1A8hzjOXPmVMZ6a1JYWBiSkpJSjXUuWLCg2i+PhoaGYt++fejRo0eW1nfx4kX07t1bqfXdAGpiYoKOHTsqj7ednR1iYmIQEBCgVrexsTGqV6+epXVnR61bt0bu3Lk1XQYREWUjDPFabtSoUWjcuLHSw9qlSxcsWLAgW85ZnZ1rjYuLw+zZszFixAi15Vu3bkX58uXVfkHSysoKmzZtyuoSUylYsCCMjIxSTd0XHR2tNk3fmDFjMHHixEyt5c2bN2jbtq0yu8j9+/exatUquLq6Akj+t/b29lZmUwGSx+injIG3tLRE586dMW/ePGX9pk2bMGLECBgZGWVq7URERNqIIV6LhYeH4+DBg8q4YwCwsLCAiKSag1nTsnut06ZNg7Ozc6rhCufPn1cbrgIApqamuHnzJmJjY7OyxDQ5Ojri6NGjyvCZI0eO4N69e8pMKcePH0eRIkVQtmzZTK3D0NAQUVFRaNmyJSwtLbFq1Sp4enoqF4y2b98ejo6O6NKlC6ZPn46xY8fC0dER1apVU7axfPly5MqVC4MHD4abmxvMzMwwcuTITK2biIhIW/HCVi12+fJlJCQkqIVMQ0NDGBkZ4fLlyxqsLLXsXOvdu3cRHByM+vXrpzor8OLFC7UvHgCQN29eJCUlITQ0FIULF87CSlObMGECdHR0MGLECHh5eaFGjRqIiIhAhw4dEBcXh3nz5qW6GDYzGBoa4uDBgx9t4+TkBCcnpw+uz5Ur1xf96BAREdF/EUO8FksZC/3+hX958+bNdr8emZ1rdXd3x8KFC9Ncp1Kp1IbSAMk/AgQgW/xapJ6eHiZNmoRJkyYBSJ6r3cbGBpaWljh+/Dh27NiR5sWQKpUKR48ezbQ544mIiChzMcRrMZVKBQBphszsEDDflV1rXb16Nezs7D44A0rhwoURFhamtiwyMhK6urrZbtaUa9euYf369bh48SKA5LH775/lcHd3R1BQEJYvX54hP05EREREmsEQr8VShnKkFTILFiyoiZI+KLvW6uXlhWPHjimzz6SwsbFB/fr1UbVqVTx58kRtXXBwMKysrKCjk7WXlMTHx39wSs779+/j999/h6+vL0qWLAkAyJMnDywsLNTamZiYIDw8PNVyIiIi0i4M8VqsQoUKyJEjh9oUg9HR0QgPD0fNmjU1WFlq2bXWZcuWqf34UVBQEOzs7LBs2TI0aNAA169fR6dOnRAbG6sMS7l69aoydWJW2bZtG3bv3o1nz55h7ty56NKlC0xNTbF7924EBgbi1atX2LlzJ0xNTbO0LiIiItIMhngtZmJighYtWuDs2bMYMGAAgOQhFfr6+mjVqpWGq1OXXWt9f0hJvnz5lOVlypRB6dKlUalSJezbtw/t2rXD+fPnERsbi4EDB2Zpnfb29rC3t0+1/Jdffvms7Xh5eWVQRURERKRJDPFabvTo0WjTpg2io6ORK1curF69Gn/88YfyS5nZiTbVmkJXVxe7d++Gi4sLzp49i2fPnuHw4cP84R0iIiLSKIZ4LVe9enV4eHjAwcEBBQoUgImJCSZMmKDpstKkDbWWKlUKIqK2rEiRIlkyTSMRERFRejHEfwPatGmDNm3aaLqMdNGmWonoHbE9NV3Bhxl4aboCIqIsx19sJSIiIiLSMuyJJyLSoLlt2mm6hDQ579yu6RKIiOgj2BNPRERERKRl2BNPRN8cj6XDNF1Cmpz6zdR0CURE9I1gTzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIy/DCViJKF4871zVdQpqcfqyk6RKIiIiyHHviiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPEfsHDhQpQqVQqGhoaoVasWzp8/r+mSiIiIiIgA8MLWNG3atAkuLi7w9PRErVq1MHfuXNja2uL27dswNTXVdHn0Dflt+AtNl5Cmv2fweU5ERJSdsSc+DbNnz0bfvn3Rq1cvmJubw9PTE7ly5cLKlSs1XRoREREREXvi3xcXFwd/f3+4ubkpy3R0dNC4cWP4+fmlah8bG4vY2FjldlhYGAAgPDw884ulNL3sb6/pEj6ogOc2tdtxsREaquTjwsMNUy17GxmpgUo+La3X2tu3sWm01Ly0ao2Jj9dAJZ+WqtbYOM0Ukh4G6rWGRyVpqJBPSOPfP/ZtogYK+bS0nqtRb7XkuQogNipBA5V8Wniieq3R0dEaquTT3n9c47XouZpdpbfWlHYi8tF2KvlUi/+YoKAgFC1aFGfOnIG1tbWy3NXVFcePH8e5c+fU2o8bNw7jx4/P6jKJiIiI6Bv25MkTFCtW7IPr2RP/ldzc3ODi4qLcTkpKQmhoKPLnzw+VSpVldYSHh6N48eJ48uQJjIyMsmy/X4K1ZjxtqRNgrZmFtWY8bakTYK2ZhbVmPG2pE9BcrSKCiIgIFClS5KPtGOLfU6BAAejq6uL58+dqy58/fw4zM7NU7Q0MDGBgYKC2LF++fJlZ4kcZGRll+xdFCtaa8bSlToC1ZhbWmvG0pU6AtWYW1prxtKVOQDO1Ghsbf7INL2x9j76+PqysrHD48GFlWVJSEg4fPqw2vIaIiIiISFPYE58GFxcX9OjRA9WrV0fNmjUxd+5cREVFoVevXpoujYiIiIiIIT4tHTt2REhICNzd3REcHAwLCwv4+PigUKFCmi7tgwwMDDB27NhUQ3uyI9aa8bSlToC1ZhbWmvG0pU6AtWYW1prxtKVOIPvXytlpiIiIiIi0DMfEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIi0AC9hI6J3McQTERFlUxcuXMDChQsBJP9mCf237N69GwEBAQCAxMREzRZD2Q5DvJZgD0zG06bHlB/eRBkvu7+unjx5gvnz52PQoEG4e/cudHV1GeT+I5KSknDkyBG4uLjAxcUFAKCrq6vhqj7u1atXSEhI0HQZHxQZGYmgoCBNl5GhGOK1QFJSElQqlXI7O4fP7PwCftf7j2l2lfJvraOT/FLNTqEjLi5O7XZ2qu1TtKlWQLt64LShVhGBiCivq+zK2NgY9vb2qFChAvr16wcg+wc5bZHyHpBdP091dHRQokQJ2NnZ4Z9//sHff/8NIHu/vvz8/LBgwQIAQHx8vIar+R8RwahRozBq1CjExcVp3fv/x2Tvd7D/uHcD3OPHjzFhwgQAyJbhM6VWPb3k3w8LCQkBkH3DUsqH98iRI+Hj46PhatImIsq/tZ+fH3799VfltKomeXt7o3HjxujduzeuXLkCAGkGouz64ZiUlJQtvxR9TEpwCw0NBZB9H1sgudaEhATcu3dP06V8kEqlgkqlwqVLl9CrVy9cvXpV0yWlycjICC1atMC0adNw/Phx7NmzB0D26Sz5+++/sXv3buV2dg6YKd7vGMnOHWRlypTBkCFD0KxZM0yfPh1xcXHQ1dXNdu9bKY/b69evsXXrVixfvhxr165V3q806f79+2jatCmmTp0KAChVqlS2//L+Ob6dI/kGqVQqiAh27twJJycnzJkzBzt37tR0WWlKeSO8ffs26tSpg/r16wOAxl8siYmJaX6hOH/+PNzc3LB//37s378fz54901SJH6RSqRASEoL169fD19cXDx48wOvXrzX6Bn7y5EkcPXoUDg4OSExMRK5cuZRaHzx4gKFDh2LVqlXKsuz0oZgSMHR0dBAZGYkhQ4bgr7/+wsOHDwFkr0Cf0lOcIjQ0FF26dMGyZcsAZK8v8u8/bkFBQahZsybmz58PIPsFIwCIjY3F0qVLsWTJEjx+/BjXr1/H8+fPNV2WmpTHTV9fHwUKFEDlypUxbNgwAMmdJZp+XC9duoS5c+di8ODBCA8Ph4goXzbfvn2rtNN0ne9Lee3s3bsX7du3h7OzMw4fPqy2LjtIedxKlSqFypUr49WrV5gxY4aGq1InImpntQMCAnD9+nWsXLkS9vb2MDEx0Wh9iYmJ0NXVxfTp02FjY4Njx47h2rVryrpvAUN8NpJWiFi1ahVu3LiBPXv24N9//4W+vr4GKvs0EcHKlSuxdetWuLu7w87OTiO9xnfu3MG5c+eU27q6upgyZQoePnwIHR0dxMTE4NWrV/j7778xZMgQXLlyBX379s0Wj+v7byqPHj2Ci4sLRo4ciRw5cmD37t1o1KhRln4xev8DeMOGDWjWrBk6d+6MDRs2oGzZskhKSsLChQuxdOlSvHr1CsOHD8fQoUMBZK9gnBIw3rx5g/Hjx+Pw4cNYsmQJ7OzskJCQoPEvnClSPhRVKpXacyI2Nha1a9cGkH2CUWJiovK4RUdHA0juPXZzc4OVlRUAzQejtD6sDx48iIiICCxZsgRHjhxBvXr1kDNnTg1U92EqlQoRERHw8PDAkiVL8MMPP+Du3btKkNN0CClSpAjc3NwQHh6OadOmQaVS4f79+7C3t8cvv/yCcePG4enTpxr/9wf+91glJSUhJiYGEydOxJEjR9C9e3esW7cO48ePx61btzRcpbqUx3PSpEm4fPky9PT0sGjRIjx69Ag6Ojoa//dPOVOso6Oj9LiXLVsWzZo1Q0xMjNI5kpV1vv++qKuri5IlS6JatWro3bs3Xr9+DQ8PD2XdtyB7fGqR2in+lFOlIoLY2Fjo6ekhIiICISEhKF++vNKzrClpvShVKhWePn2KmjVromnTpnB3d0e5cuWytK6XL1/i999/x/bt2xETE6MEyCdPnmDo0KHw8vLC7t27kZiYiH///Rfe3t4IDAzEixcv8OLFC40/rilvKo8fP0ZCQgLMzMxgaWmJ6OhoXLt2DUWLFgWQtW+KKeMaU56Turq6WL58ubI+NjYW9+/fx/HjxzF16lR4eXmhb9++mDdvHp4+farRC/Hef0N/8uQJevfujX79+sHKygpXr17F33//jeDgYOVUqya9f5p/7ty5cHJyQlRUFExMTDBu3Dj4+fmpDbPSNF1dXfz777/o378/1q1bBwDIkycPDA0NERsbC0CzX+Te7R2OiopSlicmJmLlypW4dOkSDh8+jHv37uHevXt48eKFpkpN84vZihUrEBYWhlWrVmHZsmVwdHSEu7s7wsPDoaenp9HH1szMDO3atcOoUaMwZ84cPHjwAFOmTEF4eDhiYmIwY8YMtGvXDuHh4RqrMeUx1dXVRVxcHHR0dBAXFwdLS0vMnj0bhQsXRp8+fTB27FiUL19eY3W+W2uKxMREjB8/HlWrVsXatWsxZ84cFCpUCH/++ScAzYfQlE6GsWPHwsLCAqdPn0b//v3h6uqKXLlyYdq0aVleZ8pjmNZrqWvXrvj5559x4MABHDhwAEDan6Up13pll46STxLSqISEBOX/nz17Jk5OTtKvXz/Zv3+/JCUlyYYNG6RChQqip6cnefLkEWNjYzE0NJQZM2bIq1evsrTWpKQktdunTp2SgIAAefv2rcTFxcnw4cOlSpUqMmTIEOnSpYs4OjrKlClT5MGDB1lW2/79++X06dPK8vj4eGnUqJHkzJlTBg0aJCIi4eHhMmrUKNHT0xMdHR0xMDAQlUolNWrUkHXr1mV6rfHx8Wkuv3z5srRp00Zq1Kgh1apVk3PnzomIyJ9//inVqlWTrVu3ikjqf4fMEBgYKF27dpUxY8aoLZ8zZ45Uq1ZNpk+fLn/99ZdcunRJTpw4Ibq6uhIaGiqPHj0SV1dXMTMzEzs7u0yv80MSExNTLTt58qQ0bNhQihQpImvXrhURkbdv38r48eMlT5488ujRo6wuU/Hu+0BcXJzMmTNH9PX1xdjYWJ49eyaJiYny4MED5TmQ1vFlhvcfk/f3GxgYKDVr1hSVSiW///67PH36VEREHj9+LG3btpW3b99mSZ3ve/fxvHXrljRq1Eh++ukncXZ2ltDQUHnz5o3Uq1dPcuTIISqVSvlr2LChPHv2LEtrTUpKSvW4xsfHS0xMjHTv3l2OHz+uLL9y5YqULl1aunXrJiJZ9zx4V2Jiotp7UFBQkJibm4u1tbVMnTpVQkJC5O3bt+Lt7S1GRkYycuRIEcma960P2bJli5QpU0b2798vFy5ckObNm8v8+fNl69atEhsbKyLJ7wVXr17N8to+9LicPXtW7O3tlduxsbEybdo0MTMzE19fXxFRf55ntvfrvHjxori6usqCBQtk9erVMmHCBGXduHHjpGLFirJhw4Ysq+/vv/+W4cOHp7ku5XE6ceKElC1bVlq2bKkse/e4oqKiZMuWLZlfbAZiiM8moqOjpX379lKxYkUpUqSI6OnpydChQ0VE5Nq1azJ79mzx8PCQKVOmSK9evaRkyZISEBCQZfW9+0SPiIgQGxsbyZUrlxgbG0vr1q3l5cuXcvfuXencubMUL15cKleuLEWKFJEcOXLIr7/+Ks+fP8+y+t6t89WrVzJjxgxp2rSp/Pzzz2rrfXx8xNvbW1avXi0bNmwQGxsb6d69u0RFRWVqrRcvXpQ7d+6o1X316lUZNWqUXL58WXbv3i0lS5aUsWPHiojIw4cPpXbt2tKxY0cJDg4Wkcx9805ISJBDhw5JjRo1xNLSUv755x9l3aFDh+THH3+UkiVLyrFjx5TlW7ZskadPn8qSJUskICBAtmzZIiqVSnx9fSU6OlrevHmTafV+SHx8vIwdO1YmTJgg3t7eEh8fLwcPHpRatWrJb7/9prR7/PixlCtXTrp3757lNb7rzp07MmnSJAkNDZXw8HD5999/pVq1avLjjz/KihUr5M2bNzJw4MAsqWXjxo3SoEED2bVrlxLa3n2N/fPPP/Ly5UsRSe582Lt3r5QsWVKqV68u58+fFxERT09PuX//fpbUm5bY2FgJCgqS33//Xbp16yY2NjaiUqmkSZMmEhQUJFFRUXLkyBE5fvy4+Pj4iIeHh9SoUUPmzp2rkXqvXLkiK1askNevXyvLypQpo1ZPbGysLFq0SFQqlZw+fTpVoM5KN2/elIiICBFJfv3r6uqKl5eXWpvZs2eLkZFRloXN97/UnD59WmbPni3r168XJycn2bZtm9y/f18aNmyYZlhbtGhRlgbjdx06dEiWLl0qJ06cEBERf39/yZcvn4SEhChtrl+/Li1btpS6detm6b99Wl8Wd+zYIdu2bVNuBwYGKv9/8+ZNadGihTRr1kzi4+Pl5s2bGf7l+P1j37t3r6hUKnF3d5d79+59sG4XFxcpXLiwLF26VK1NSufaX3/9pfwbaAOG+Cz2/hPv0aNH0rx5c+natausXr1aoqOjJTg4WJo3by4qlUo2btwoIiIxMTFq9/vll1/UwlVWePv2rfz1119y7949mTZtmvj6+kq/fv2UHqx3pZwlWLNmjbRv315CQ0Mzra73H9NXr17JqFGjlB4gkeRQUqJECZk9e7ayLKUHJsXSpUtl2rRpmVZnivXr18vy5ctFRJQ3tn379snu3bvl3r17MnXqVPH29la7j4eHh5ibm8vKlSszvT6R5CC/evVqsbKykv79+4tI8pvdqFGjpHv37lKpUiXlGFI+9I4ePap88Xzw4IGUKVNGSpcuLZ6enple7/tv1ufOnRMHBwdxdnaWDh06SM6cOZVe7AkTJqj1EsXHx8v27dtFT09Ppk+fLjdu3MiyelP+e/bsWSlUqJCoVCpZv3690m7BggXSpUsXyZ07t6xevVpGjRqlfEBlhsjISBk3bpzo6+uLvr6+REZGqq2/d++euLq6SuXKlaVKlSpqAePkyZPyyy+/SJEiRWTkyJHyxx9/SFhYmIhkfi/s+9t/8OCB2NjYSIsWLWTOnDkSHx8vr1+/lsWLF4uenp6MHDlSOUuQ8mVERMTV1VUuXbqUqbWmZd26dVKgQAHJmTOn1KtXTwkRPXr0kB9++EEtWN67d0++//57KV++vPj4+GRJb3xKwElKSpK4uDiZPHmyqFQqWbVqlYgkd5i0aNFCatWqJXFxccr9nj9/LtWqVZOzZ89meo1pnSXq3bu3qFQqGT58uERHR4tI8r+3o6Oj2NjYKJ0LCQkJMnv2bJk8eXKm1/m+0NBQcXd3l19++UX53N+8ebOcPn1aypcvL6NGjVJrn/IlbuDAgVl69vDZs2eyZs0a+eeffyQpKUkmTZokDRs2lOHDh8uIESPE3d1dxo0bp4T55cuXS4kSJeS3336TyZMnZ+jz9N0zfCmvfW9vb8mXL5+ULFlSateuLUFBQWptUvZ///59sbKyklq1aqm1STnGGjVqMMRT2t5/EsfGxsrJkyelUaNGUqhQIdm/f7+y7vLly1KvXj2xsLAQkeQwfPLkSTl58qQsWLBAJk6cmKnB+P1aY2JiZP369aKjoyNVqlSRmzdvKuv++usvUalU8vfff0tSUpL4+fkpHzre3t7Sv3//VF9CMtPp06elZs2aYmVlpZyKfvLkifTp00e+//575UP73LlzsmXLFlm6dKmsWLFCRo8eLYcOHcqQGj4WWpo3by7Vq1eXtm3byp49eyQxMVG8vLzkt99+Ey8vL6V3K6XulFD5yy+/SMGCBWXw4MFZdsp/+PDhUqlSJbUvFQkJCdKxY0extrZW+xD566+/pH79+iKSfPZozJgxUr58eRk5cqQkJCRkSpB7f5spH9Rr1qyRyMhIiYiIkNmzZ8uYMWOUD5fbt29Ls2bNpHHjxsrz8tq1a5I3b16xs7NL9cb+Nd5/Hb1fb8rrJD4+Xs6ePStDhgyRnDlzyrZt2yQhIUGWL18ua9askYULF0rBggXlhx9+UL4gZ+TjmVJHQkKC3Lp1S3x9faVgwYLyxx9/KG0ePHggHTt2lGPHjsnVq1elZMmS0rVr11TbcnR0lIoVK4qenp5aT11mSetxuHPnjgwZMkRUKpUsW7ZMWR4TEyODBg0SMzMzCQsLE39/f3F3dxdPT0+ZPHmyTJo0SV69epVlPZwbN24UT09PWbZsmTx8+FBOnz4t5cqVk969e0tsbKysXbtW9PT0pG/fvkoPfWxsrDg4OEj16tVlx44dmVpfWp9ZIsnvnZ07d5aKFSvKv//+KyIiZ86cEUNDQ1m8eLHS/unTp1KvXr1MPxObIj4+XoYNGyYPHz4UkeQvR9WrV5caNWqotfP29pZSpUpJxYoVZdCgQTJ69Ghp0KCBHDx4MFPrSyvI7ty5Uw4cOCAiIitWrJAOHTrIqVOnJCIiQlq2bCn58+dXG1J16NAhqV69uvzyyy9y69atTKnz/ef/pk2bxMbGRho2bCj58uVT8sfgwYPFxMREihYtKgUKFBA9PT2xsLCQly9fSlhYmHh4eEj58uVl9OjRGVabh4eH6OnpKZ1IKV8wQ0NDZdiwYTJ9+nQpUaKEWFhYKJ2gKVIe/zlz5kjhwoXlzz//VNatXLlSrK2t5ddff03VwZedMcRngfeHomzcuFHu3Lmj9Fjs3LlTqlatmup0/qJFi6RmzZry8uVLOX36tFhbW4upqans27cvy+pN6UkTSX7j7t+/v+jo6KiFyMDAQGnXrp3UqVNHRJJfZO3bt5d69erJnDlzMiVwvv8ms2DBApk5c6byIt26datUrFhRBgwYoAQ1b29vqVy5sjIkYc+ePfL333+LoaGhDB8+PEO+aPj7+8u4cePUjvndXteYmBhp06aN5MuXT5ydnZU2U6ZMEXt7+1TXD2zevFkOHz4sIsm9chUqVFDGyn+tx48fq/WUvttbkRLq/P39xcbGRlq3bq32AbRp0yapVq2aMgYxKSlJVqxYIXp6elKnTh2pV6+eHDlyRAnVmeHd50BkZKR07dpVJk6cKCIiTk5OMnHiRJk7d65cvHhRaffo0SNJTEyU1atXS/Xq1WX06NHy8OFDuX37ttoH5de6ffu2jBw5Uu36jHcFBARIt27dpFu3bjJ27Fi14Ub9+/dXvvxcu3ZN+fdftWqVVKxYUTw8PDKsTpHk1878+fPl7du3yr9xWFiYDB06VHLkyKEM25s7d640bdpUud/IkSNFpVLJ0aNHReR/z/O3b9/KsWPHpEKFCrJp0yYRyfye+KdPn8r48eNlw4YN8uTJE4mIiJDY2FixsbGR+vXry4sXL5S29+7dU4JRYmKiDBw4UAoWLKg8zhnl/WN+P8Ddu3dPOnfurPQUp7z/pJwp2rRpk8TGxipfRsqUKSO9evWSmjVryrx589TOIGSGd+s/duyYFC5cWDkrJ5LcwZA7d24ZP368JCUlSXx8vPzxxx9iZmamPJ9Pnz4tU6ZMyZSzBe8P8YqJiVHOENjY2IhI8vUlO3fuFB0dHeW5KJIc/I4dOybly5eXPHnyiIGBgfz222+Z9n71fq3vWrdunXh4eMjcuXNlw4YNar3MmzZtkkqVKolKpZLOnTuLi4uLtGrVSrZu3Zqptb7r9OnTytCTy5cvS8uWLWXSpEnK+qioKImIiJDnz5/L06dPJV++fHLy5EllfUbVeeHCBRk8eLAMGTJE1qxZI4MHD1ar9datW7Jo0SIREbl06ZL8/PPPyhnMlA7PlHAeHh4uLVq0kO+//15mzZol7du3l379+inDXLUJQ3wmev/F4OPjI506dRI7OzspXry41KtXTy5fviwiItOnT5dChQopF6yIJH/QFyxYUHkCnjlzJs3TSJnh6dOnMnjwYGnSpInY29vLhQsXJC4uToKCgqRq1apia2urVsPUqVOlZcuWIpI8bm/QoEFqvXAZWev7HwgHDx6UatWqiYGBgVy5ckVZPmLECLGwsFCGTURERMiff/4pOXPmlNGjR8vKlSslIiJC6Un62jpPnTolFStWFCcnp1TbevcLwv3796Vbt25Ss2ZNOXLkiIgkXxxWpUoV6dSpkzJM6ubNm9K7d285evSoJCYmZtgbzKtXr2TEiBFSokQJadGihXIxYlq1iiQ/NytWrKi8kYskvxkOHDhQqlatKn5+fiKS/Jzx8vKShg0bypo1azKk1rS8P2Z1/fr1smHDBmnevLlMnjxZ7t+/L46OjmrDqVL+LQ4ePCihoaESEhIiJUuWlBw5cii9YBklMjJSPDw8RF9fX0aNGqWcWUmpe+HChfLnn3/KwYMHZdiwYVKoUCGpU6eO+Pv7i0hywFixYoWYmppK4cKFlXHGiYmJ8vjxY7Xn+Ne4cOGCWFpaikqlkr1796a5vmzZstKsWTMRST5b0bBhQwkKCpL58+fL4sWLxcbGRqysrERE5PXr12rP+VWrVsnUqVNFJHNf/6tXrxYnJycZOnSoVKhQQUqWLKkMizh//rzo6urKkiVLlMf/2bNn0rJlS+UixvfPaH5NrcHBwbJz584P1vv06VPli11ERITcuHFDLCwsxN7eXrkW5+XLl9KgQQOxs7NTroFZuXKldOvWTerUqZPpFwu+W++VK1ekb9++snLlSunYsaOULFlSrl27pqwfO3asfPfdd8rZwtu3b4uxsbG0bNlS2rZtKwMHDlQ7a/s1kpKS1L6MpTh79qzyGg4NDZWdO3eKrq6u7N69W0SSH/MuXbpI4cKFlfuk9N6GhYXJzZs35e7duxlSY1o1v/t8OnTokIwZM0bWr18vcXFxkpSUJP369RMnJ6dUn0NHjx6V58+fy+PHj6VXr17y008/ibW1tVy4cEFpl5Ffjt59X7148aLSS71hwwY5cOCArF27VubNm5eqo8nf3185SxQZGSmDBw+W27dvZ1hd9+7dk379+omzs7Nap8idO3fUviDExMRI27Ztlcfx0KFD8v3330uBAgXkt99+SzWhRMqwpHLlymV6x2hmYojPACnf7t59sb7/4jp16pQMHTpUedIdOnRITExMpFatWnLnzh0JDAyUpk2bSt26dZX7XLhwQf74449UMzx8aHaTL/XueEcRkcOHD8vw4cNl3759snfvXvnpp5/EyMhI5syZIyLJV4GnXLSYYufOndKnT580t/+lH4ppzdiQ4sGDBzJjxgwRSX7xJiQkSIUKFaR79+4SHh4uIsk9zT/99JP8+uuvyofhnTt3ZOjQoWJubq42fCkxMfGr3xAjIiJk8+bN8tdff6ktX7lypTRs2FCGDh2qBPR79+5JsWLFxNnZWRlXvGrVKilWrJioVCqxsLCQypUry08//ZThw6YmTpwoa9askaNHj6aajWf+/PnSsmVL8fDwUN6YU2YaqVu3rvI4iiSPgW7QoIG0bdtWzp49m6Fv3GlJa8zrrl27pHDhwtK4cWM5f/688lpxd3cXe3t7tXD64MEDsbOzk5cvX0pwcLAsWLAg1ReYr7F27VolZDx//lycnZ3FyMhI6akWSX4tuLm5KY9jXFycHD58WPT09KRPnz5qM04dPHhQzM3NZfjw4Znymt+9e7fMmzdP9PX1ZdKkScrr5t19rVixQlQqlRJMw8LC5PHjxzJ9+nQRSf6imSNHDvHw8FDOEKWcYYyPj5cBAwZ88VCKlO187HV5//59cXV1VW6nXE+kq6urPO4ODg5q4fP48ePSsWPHVLN7fe1jfOfOHfn111+levXqyr7ePbO1detWqV+/vvzwww/Sv39/5bnq6+urjINOCVJeXl5iZWUlY8eOlSdPnnxVXR/ysfflqKgouXTpkvz2229SokQJuXjxoly/fl1++uknadOmjVq7smXLSrdu3eTevXsSFRUlZ8+elcWLF6caypARli5dKkuWLBGR5C+NmzZtEpVKJfXr11eG0Dx58kTatm0rpUqVUu535MgRMTExUb5UZvWsSVFRUXLgwAEpUKCAcu1Lq1at5NGjR7Jx40YpW7as2pejpKQkGTx4sPLlJCkpSe2s+Md69r9GZGSk3L9/X1q0aCFFixaVO3fuyKxZs6RSpUpqF66KiBw4cECuX78uR48elc6dO0uHDh1k2LBh4uPjk2H17NmzR3Lnzq1cyC0iypefd48/5bW7ceNGOX/+vCxfvlx69eole/bskWHDhknevHmlVatWyhf3N2/eyOLFizV2EXtGYoj/ChEREXL8+HHZtWuXsuzdD4Lbt28rT5JZs2bJ/PnzReR/H06bN2+WXLlyKR+Iq1evlty5c4uTk5MsX75cRo4cqfRyZoSAgABlvG9abwIpYXLWrFlq4S4+Pl6qVasmZcuWFX9/f4mKipKWLVvK999/L8+ePZNTp07Jb7/9pgSmlO1+SSiOj4+XqVOnqn2xeLfOhIQEOXHihNSuXVtUKpVysaJI8qlHXV1dtYu9FixYINWrV5cZM2ak2YvzNfbs2SPjxo2TV69eqR1rmzZt5NatW/Lq1StxcXGRxYsXy7p160RXV1dGjhyphOPRo0dLmTJllGMIDQ2VixcvSp8+feTnn38We3v7DJ3dIykpSZk68v1TnNevXxcXFxdZsGCBTJo0SVQqlaxdu1Z5rq5Zs0aqVq2qNoZQRMTOzk5UKpVMnjw5yz4YX716JfXq1ZM6derIpUuXxM7OTooWLap2MdLdu3elSZMmUqBAAZkyZYosXrxY/vjjDxkwYICIZGzPcFRUlCxZskTMzMxk3LhxautKlCghHTt2VILslStXpFixYsrzOyW0jRo1Sr777rtUgXf37t1y9uzZTD3r1rt3bylUqFCq4URJSUkyYcIEMTIykqpVqyrPGRcXF+ULtJ+fn1SoUEFUKpXa+HmR5JD17rRz6fX69WtZu3atcsr+/S/YFy5cEEdHRwkODhYfHx/lovqUNqdPnxZLS0tp0KCBiCQH+4IFC0r9+vVlwoQJMm3atEwZS/zy5UuZNGmSFC1aVO0skEjycLlx48ZJZGSkbNy4UTn7kfLv2rZtW6lSpYpaYK9SpYqoVCrZsGFDhv77e3h4yPXr10Uk+fn3/pmtBw8eSIsWLcTS0lJmzZql9LwmJSUpY4nfHYs/ZMgQ0dfXl2HDhqUKehkl5d/277//Fn19fVmyZInMnDlTbt68KStXrhRLS0uZMmWK0v7gwYOSJ08e5XkaFRUlo0aNEpVKJd26dcu0L0Zp2blzp3Tp0kXc3d3l0qVLEhgYKPPnz1eGyIiI1KpVS0qXLi1z5syRo0ePyuLFi6VLly5pDkXJqNlz3n9O3blzR2rVqiUNGzYUT09P5exEYGCg5M6dW21Yokhyp9PmzZtFRKRXr14yePDgDO1siIqKkjt37sjmzZulbNmy0rFjR7Xte3t7q3XSJCQkyIgRI8Te3l4WLVqkDDeLiooSb29v0dPTE5VKJe3bt5c7d+5obBaijMYQ/wXi4uJk2bJl4u7uLtbW1qlOhcXHx0tISIjUqVNHihUrJo8fPxYXFxflQ+XdD6RGjRpJu3btRCS5B6FHjx5iamqqNn7va12/fl327dsnAwcOVJv5IsXjx4+lZs2a0rJlS4mPj5cWLVoovSgpIW7//v1StmxZWbhwoYgkfwvPnz+/1KxZU9atW5chQz28vb2lbt26YmhoqIxtfveNxs/PT3744QdxcHCQa9euSbdu3ZRT+SltGzZsKHXr1lW+kCQlJUnp0qVFpVLJ9u3bU30h+BIhISHSoUMHUalU0qhRI2V5yhvMypUr5fz583Lq1Clp1qyZ8u/du3dvqVy5svIBGBsbK5UrV5aOHTvKnTt3lJ6Y+Ph4pVf0a71/kWZiYqLkz59fuSgopUfYy8tLfv/9d6Xdzz//LD///LPyYR8RESEODg5So0YNpcc9JaRl1ZX80dHRMn78eDl48KAMHz5cJkyYIKGhoXL+/HmpX7++dOjQQa396dOnpU2bNsoc4IUKFZLt27dneF0JCQly+vRpsbGxEUtLS7WpX3fs2KHMMpWQkCChoaFStGhR5WxNyusrNjZWChQokGp8eVb9JkC+fPmkZ8+eylnFbdu2iYODg8yfP1/Wrl0rhoaGSi9m7969pXDhwuLj4yMzZ86Ua9euyYoVK9RmsvHz85OJEydKt27d1GYr+ZjQ0FCZOnWquLq6SocOHcTS0lJt6FBYWJgcOnRI+vfvLz/88INcuHBBFi5cKA0aNEg1o9CcOXPE1tZW+eK+cOFCtdlURDJuKML7weX333+XWrVqKb2or169kho1aijDC2/cuCHlypWTevXqKa+/mzdvSu7cucXDw0P+/fdfefbsmcyYMSNVcPpahw4dkoIFCyoXer77GKQMowsMDFQmK3Bzc1Nrc+fOHWnTpo1UrVpV3r59K4GBgbJo0SJp2bKlDBkyJMPHab//BW7mzJliYGCgTPiQol27dlK/fn1lFpzo6GhxdXUVQ0ND8fX1lefPn8vIkSOla9euamcTM1JaHWNPnz6VIUOGiLGxsXTq1Elt3e+//y5FihSREydOyM2bN6VJkybKe5Wurq6MGDFC4uPjv/o94OTJk8rrI63pYlPcvHlTnJ2dRaVSqV2cnJCQIH379pW8efPK1KlT5cqVK7J3715p27at0smY2ReC9u/fX4oUKaJMC3r+/HmpUaOGDBo0SO2M2qZNm9Quok15/sTGxoqVlZVYWFhoZPapzMQQ/5m2bt0qDg4OMm/ePAkNDZU1a9bIzJkzlSfXgwcPxMrKStq3by/Lly+XK1euSEJCguzatUtUKpXyxp7ypN+zZ49Ur15d2f7u3bulQoUKSo9nej8A0xIcHCzTpk0TJycn2bBhg1SvXl0GDRqkhIxXr17J9OnTZf369eLu7q5MZWVnZyc2NjapXpiNGzcWNzc3EUnudRo+fLgYGhoq67/0DefKlSvi6uoqw4YNU3qevby8lP3fuXNHpk2bJlOmTJGpU6cqZzfWrVsnpUqVUsKFSPIbUUqPd0BAgAQHB8v48eMz5GLQuLg4iYiIkDt37sj27dulZcuWkjt3bhk4cKDacU+ePFn8/f1l+/bt8uuvv8rly5dl586dMm7cOClZsqT89ttvSrheu3atFC1aVIoWLSp9+/bNsGCRlJQkmzZtkvz588uZM2dE5H9hY8yYMWJmZiaTJk0SBwcHERFxdnaWPn36yJMnT5Q3wpQe9pTn4Llz58Tc3FzKlCmjjDfNLO8/DomJibJr1y4pUKCAlC5dOlWv8aRJk6RixYqyevVq5fhTpHzofM1rKT18fX3F2tpaeUxT1K1bV2rVqiWPHz+WiIgIad++vRgbG6vN7PP27VsZMGCA8qUpq02ZMkUMDQ1l+vTpMnjwYPnzzz+Vnrg3b95It27dxMTERF6+fCkXLlwQc3Nz0dfXlxYtWqjNa57y7zZ48GBRqVTpPl3t4eEh3bt3l7///ltEki9S27p1q3L/u3fvSuvWraVy5cqyYMECpbY7d+6ISqWSP//8U62Ow4cPS5UqVZTnfExMjFSsWFG6dOmSatrMr/Xu7z6IJD/fLC0tpXfv3soQCBcXF1m7dq1cvXpVJk6cKBs3bpQcOXLIggULlDNYKY/ZyJEj1YZOfK179+4pQxzu378vU6dOFR0dHeW6lYCAAGndurX07t1bHj36v/buPKCm7e0D+LMbRBmKSiSUEpUyZJ4yD5kSykx0EzIPmTNHSGUqM9dYuq7Z5WeeMkWZUhKXRCVJpel83z9697rtyjWdJnd9/qFzTufsczp772ev9azniWLH3SFDhsDQ0DDPGow//vgD2trasLCwgIWFBbZu3Sr3dC9Aug+LqTJHjhyBm5sbBEGQNGb63//+h3r16mHKlCnstgULFqBs2bJo3bo1goOD5dar4vXr15IKYrm3NSwsDPfu3WMXRVFRUbC2tkbLli3Zuhcge/BMX1+fBczx8fE4efIkvLy85HK+ioqKwuDBg6GlpQVnZ+c8M6XPnj3DkiVLcPToUSQkJCA5ORmpqano3LkzWrRoIZm5Tk1NRZs2baCoqIhSpUpBQUEB1tbWcpvd/tI+KR5PHjx4gHr16qFZs2aYPHkyRo4ciW3btuHPP/+UzArduXOHDYDmPN4nJCRI1hL8SngQ/x3OnTsHBweHfDuQRkVF4fPnzwgODsagQYOgqKgoSfUICQlBixYtULNmTdYMBcheNLJ161b2c2JiImbMmAE9PT124PoeOTuX9urVi3WmBLJ3lPDwcJw/fx6ZmZk4cOAANDQ0oK+vL0nb2bNnD5SVleHt7S05WPn6+rK8eCB7h6lWrRocHR0BfP/IVlxcHPr164cqVarkqQwhPldycjI2bNgAVVVVmJqaSk6WsbGxcHZ2Rs2aNdnI+7lz52BiYgIVFRUEBgZKTi4/0xxj3bp1aN26teRzio2NhYuLCwRBwKRJk9gCLn9/f5ZaEBISgrS0NDaDceDAAVSrVg0bNmxgz3XixAmsXLlSrsFFWloaAgMDYWhomKeGv5eXF8qUKYNu3bpJ3sudO3cQGxvLck7nzZvHFlvfuXMHUVFRqF+/PiZMmCC3qcj8ToY5/0YPHjzAixcvAGSPYHp4eEBRUZGVvBQDjmfPnqFHjx7o3LlzoZYzzf19cnV1hZmZmeQi59GjRxAEAatWrQKQ/feuVq0aGjZsyKaD//jjDzg7OxdoNZ9/k5ycDAsLC2hoaOQ7C3jlyhVUqVIF/fr1Y+Vuc9f+zvm3i4yM/OYFw8HBwRg1alS+s0/ihU50dDQL3nJ3ZRw1ahTKlCnDmqMB2Z0Zcx6rgOwBE2VlZRw7dgzR0dFyu2DO2fdBnJFduHAhzM3N2bFd/J56eXmx0XUXFxcYGRkhMDAQwcHBmD9/PpuBlIeUlBQMGTIEgiCgefPmbAbt7du3cHBwgLa2NgDA0dERNjY2qF69Opo1a8ZSjRISEqCiooIZM2ZILio+f/6My5cvw97enn2nC8qnT59YGowYhL17947NeuU0YcIE1KtXD97e3rh9+zY8PT2xd+9eueVoy2Qy7N+/H/r6+nn6eADZ5+7169ejXbt2qFevHho1asQuSq9duwYzM7M8x04bG5s8aWg5X+9HvqOpqalYv349HBwcEBAQgKSkJJw6dYpd9GRmZmLbtm0YM2YMxowZg+rVq6NOnTrsO3z37l0oKSlh/fr1km2NiYnB8ePHMWvWLLn2Kzlx4gRatmzJRsi/9J6XLVsGDQ0N9OzZU3K7eH4AsouH5Kz69l/Ag/hvlJaWhp49e7LRi8zMzHy/bElJSXj06BFatGghCZKA7GmtWrVqQUdHB3PnzsXcuXMxZcoUVqFGPAGGhobC2NgY2tra8Pf3/6HAc8aMGZKTaM5tFXfM8PBweHh4QBAESX3c169fY8iQIShdujTbIS5evIgRI0ZIFi+mpqZiw4YNUFBQwNatW78rpebDhw/w9fWFsbExKleuzNYViBUabt++zabJXr58iZkzZ0JFRYVVcxHfjzgC07VrVwQFBWHZsmUICwuTTJsDP56WkJaWxk4ipUqVkuSxAtmVEapXrw49PT20atUKycnJSEtLw9KlS1ne5e7duzF8+HAA2SdQXV1dGBkZfbFFtLzEx8fj2LFjUFZWZhdzDx8+hI+PD2vok7sqw7Jly1hljwcPHkBZWRmNGzfG9u3bkZ6eLrdFtuHh4RgyZAh69uyJTp06ITAwUBIoiFP69erVg4GBAQt8kpOT0a9fP5iZmeWZKdq/fz+0tLRgYWEhWbQsD7mnpIH8v1MhISHo2LEjrK2tJdv322+/QVdXl41qXr16FSYmJjAxMUGzZs0wc+bMApvm/1aHDx+GIAjYunUr23bxvb5//x6WlpYoVaqUZNAB+PG0NPGietiwYSyH/EsjuuJr2Nvbo1mzZpIqFampqbCxsWE5xoMGDcKUKVPyXWjdtGlTCIKA1atXf1cKwNf6PjRu3Bg2NjbsOBYbGwsrKyv07t2bXYiInULfvHnDmuWUKVMGFStWRFBQkFxHsw8cOIA+ffpg0qRJWLt2LcaNGyc53ly+fBkaGhoYMGAAO/Y/ffoUysrKWLhwIRu1FtdE5Bx4+pbP5Efkfr7r16/D1dUVx44dw5YtW1h1LJlMhj///BNKSkqSDrEvX76Era0typQpA2Vl5XxTR39GRkYGjh07htq1a6NDhw55FkbPnTuXBe03b95E//79oaioyNKoJk2alKe2/9SpU/NthPWjn+2GDRtgYWGBxYsX59kvxee8du2apIFUVFQUzM3Noaury7bFyckJenp6Bd6PJD4+HsuXL89TvjQn8RgUHx+Ptm3bon79+izWyC8G09HRwfDhwwt13UNR4kH8N4qOjoahoeE3NwM6evQoFBQU8pQbCw8Ph6enJxwcHCTdQ4F/drK7d++iefPmkpGl73H37l1UqlSJnTy+dGUr7uQdOnRAq1atJN0X09LS4OzsjDp16qBJkyYYNGhQvh1iz58/D0EQ0KVLl+/aacQT6MuXL2FhYZHn9efPn5+nckrNmjVha2srCXbS09Oxc+dOVK1aFUpKShg1apTk5CyPE010dDSePHmCRo0aQUNDQ9LVNS0tDf3794ezszN0dXXRuXNnlgYgjgiPGDECgwcPxtOnT3Ht2jV4eXlh8ODBcmssIs6w5EdsDFO9enV2gQRkX2w2atRIMqqRmZmJ5s2bY9GiRYiLi8PZs2exbNkytG/fXm616VNSUrBhwwaMGDECmzZtwuLFi6GnpwclJSUsXLgQQPYMzaBBg3Dq1ClERUWhTZs2aNq0KfseBwUFQVVVFatXrwbwz/f7r7/+Qq1atfLsVz/ja1PSkZGROHnypOSE6enpmaeee2pqKtTU1DB58mT2HElJSQgPD5dMsRe1rl27onbt2nm26cqVK1i9enWewOVnZWRkoHbt2mxk70v7q/j5Pn78GLq6upg2bZokfebTp0+4dOkS1q9fzwKp3J49e4ZRo0axEcdvkV/fB3FbxL4PvXv3ztP3Afinrr+44DIuLg6CIMDBwQE+Pj7Ytm0bQkND5d7NNCIiAkOHDpWs0xK3R7yw+fTpExYvXgwFBQXJ39rV1TVPcyEDAwNYWFhg+fLlkmO0POX3dz9x4oSkHnnO9T1xcXEYOXIkNDU1AWRflKSkpODz5884c+aMXAsC5CQWs1BUVJR8j54/f55n0C4qKgpNmzZF06ZNAWSn2VhaWqJRo0b4888/sXLlSsyZM0cuqVPp6enw8/ODqamppHKceGz8+PEjS33Juf5JTDkR03hHjBjB3meVKlXQrVs3+Pn5yW2NFpD9OSxatIht29u3bzF+/HjJDGZ+6ZRA9oCYrq5uvgF/VlYWAgICYGVlJbfzVUnAg/hvFBISAkEQWBODr01zffr0CQMGDECdOnXyvT/nST/3c7179+6ndhpfX1/UqFHjm9Nxbt++DUVFRWzatCnPNn769EmSe5iTTCbD//73Pxw9evSHtxXIziGvUqUK1q5di+joaIwePRrm5uaYNGmSpIrEkSNH8rSlFz19+lSyoFDcPnkKDw9nbbFXr17NTuzbtm3D+fPncfr0aaiqqsLS0hL169dnuei7d++GoqIi1NTUULduXcn038/KysrC3r17MXz4cMnJOHdKSqVKlTB//nzJ74kjrzlr5IqzDlpaWmjXrp1cU3w2bdqEGjVqYP78+ZLvf3R0NNTV1dGkSRMkJCTgzz//hJmZGbt/7dq1ks6bYlfGypUrIyYmRlLWUV6pNF+bkk5LS8O+ffvQuXNnVK9eHfb29qxc5evXr9G/f3+0aNFCcmG7efNmKCsrY8KECQgJCSmQBjg/686dO1BRUcH8+fMRHBzMAqecfy95dt8NDw+Huro6lixZ8s0j0dOnT0ft2rW/OqCS+/PN2czqW/xb34dPnz6x79qLFy8wZMgQNG7cOM9aDVtbW7Rp04algqxcuRI6OjrQ0dFhlT3k7cSJExg+fDj7PMUUrdwXoA8ePICJiQlsbW0lt2tra8PBwYHNug0aNAjVqlX76UGHp0+fYv/+/bh8+XKeNDog+yJr//79bBYgMDAQDRo0wIABA2BnZ4cRI0Zg1KhRuHz5MmQyGW7fvg0NDQ1YW1vD0dFR7tXH/o3Y/Vs8xyYmJqJatWp5ZorFQS7xPObp6QldXV3Y2NjI/UIjNjYWGRkZMDc3R7t27SQzUevXr8eFCxcAZPdP6dChQ54LsgkTJmDQoEHIyMhAeno6OnbsiJo1a7L3JA+JiYlYsGABq7okevjwITp27IgePXrkW7I75//79++PmjVrsv0/53FDnmtJSgoexH+jGzduQElJiS2c+beTmHgwefjwISpWrAgnJyccPnw4z0FU3rVexefatWsXlJWV2U78LScuR0dH1K5dG+Hh4V+s6yzvoCPnNJmVlRUqV66Mjh07slGEyMjIPCdFcdbg9u3b+W7nj+YRfk3OXF8HBwcoKiqyBYwLFixgJ+ndu3ejdevWEARBMhJ7+vRpeHl5FciJ5ujRoxAEASYmJrh27Vqe8oWZmZlYtmwZVFVVJSeOpKQk9O3bVxIwA9m1wZcuXSq30Zf09HRs3bqVlczLuf5BHAmaNm0aq96UlJSE9u3b48mTJ9i5cyd8fHwwbNgwVK5cGR8+fEBKSgqioqJQrlw5aGtrY/fu3XLdj75lSnrJkiVs8fm5c+dYGooY2O3fvx/169eX1DAPDg5G6dKlMW3atAJfZPszBg8eDEEQ0LdvX0REREjuk/eFcUpKCqpXr46+fftKZorye82cpQ7r1asHc3NzLFmyJM/sgLy28Ut9H/z8/GBhYYF27dphwoQJALJHXcW+DzlTzs6ePQtLS0tMmjSJLVp++PBhgSwEFd29exfm5uY4ceIEZDIZPn78yBbly2Qy9p0W90tBECQVpsSL+7Fjx+LevXs/XeY4JSUFS5Ysgbm5OerXrw9BENC6dWuWepSSkoK9e/eiT58+qFmzJtq2bYunT58iKSkJPj4+MDY2hqWlJYyNjaGurg4jIyOWKnr69Gm0a9euQHPz80sXe/36NdTV1TFr1izIZDI8f/4cLVu2ZJXmgOzP98OHD+jatSubkU9KSkKnTp0kTfbkXdklICCAVWL69OkT/Pz8UL58eTg6OiIpKQlBQUGsAk3ONTiBgYGwsLAAkH1OlncHYyD7MwkKCmJ/65znmLVr10pmMHOfx8W/w4ULF2BsbIxu3brhr7/+QlhYWKFU8SqueBD/jd6+fYsKFSpAV1eXBUJfChbFBZXv379H48aNoaOjI9cGCF/z+++/QxAETJ069V+3Mzk5meXrffjwAYIgoEqVKjh06FCh7RTitv3++++oUqUKWySbm7gDR0REQBAEGBgY4MqVK4Wyjfn57bffWBWcRYsWSYK1kJAQGBkZYfLkyYWyLQkJCejduzf09PSgo6MjqZcsev36NUxNTWFnZye5/f79+6hQoQLrylhQrdxjY2Px+fNn1KtXD+3atWPpP2Iwu3DhQjg6OuLcuXNs9P/du3csxeb9+/fQ1NTE1KlTcf36dVy5cgW9evXKk672M75lSjo2NhbJycno1q0bW6wcHR0NExMTWFpaspH6lJQUTJw4EY0bN8a+ffvw4cMHvHjx4ocWqxemp0+fYvjw4exzL2jv379Hz549oaKiwmauvsTPz49dBIvf99wX+T/j3/o+iAMiGzZswIYNG/DgwQPY29vD2NiYXcDPnz8ftWrVYmVMxXQfsZeCu7t7odWmtrKyQqlSpVCpUiWYmJjA2NgYjRo1gqmpKUaPHs22OSYmBp07d4apqSn73RcvXrBjws8utN60aRMqV67MBr/evn2LFStWQBAEtGrVComJifD19WUXQ48ePYK6ujrmz5/PjgPiuSgjIwOJiYno3r27ZFagsD7Te/fuSVK43N3doaamxta0TZw4EWpqapILitTUVDg5OUkuNPfv3y9JsyoIXbt2haamJrp06YLly5fj7du3uHTpEu7evYu4uDjY2NigUqVKktn3P//8k1X3KkgymQyPHz/OMzscHR2dZwbzS7FLx44dWW8Keab6lEQ8iM8lvwOCeNvEiRMlwXFO4pctIiKC7cSvXr1CQEBAoR1kxIOdeBAuW7Ysu+DIbxtevXrFrravXr0KOzs7uVx9X7lyBVevXmUngH97/zkvFgYMGCBZ+Z97tCozMxN//fUXxowZU2Btsr9GfC9xcXHw9vaGgoIC2rRpg3HjxiElJYW9n1u3brFynAUtJCQES5cuxbt379C/f39W3zlnFSWZTIZ9+/ZBEARJGsKrV69Qo0YN1KlTR66Nxb5EHCXy8vKSjEY3bNgQCgoKUFNTQ61atRATE4P169ez3M0nT56wGY4BAwbIPTdb9LUpabGO+/Lly3Ho0CHcu3cPHh4eOHv2LJSUlLBgwQIWaJ48eRKCIKBFixaScpLF2adPnyQnRXkdu/7teXx8fCAIAnr37p0nzUI8rr569YpdNKWnp8u1fvq39H24fv06a+r15s0bHDt2DGvWrJGkGqanp8Pc3Bx2dnaIiIhASEgIUlNT4e3tXaiDOED2BcTs2bNZ4F6pUiUYGRlBXV0dgiCgRo0abBDk7NmzKFu2LGbPno3Q0FBERET89PE1PT0d27ZtYyPvOVMy0tPTMWjQIKioqODMmTNwcHBgAx7R0dFo2bIlGjRowM4Dly5dYoMLb968gaOjY6Ecq0RBQUGwtrZG8+bNoa+vz4ompKeno06dOiwdKTIykh1/x40bhwMHDmDq1Knw9PREamqq5Hw2cuRIaGlpwcXFJU8vD3kIDg5GqVKlWI47kD1oJ25DfHw8WrRoAWVlZYwaNQpDhw6Fq6ur3AYZ/m2dFpB9PFi6dGme2eEDBw6gfv36mDlz5hd/LzIyEvPnz5d78YKSigfx/y/3yLO4eDJnyktUVBQqVqwIBQUFSR54zp3z7Nmz+eaQF+T0aU7iSW/q1Kks4Ml5e87A6ciRI2wBSO4Rlx8ZiY+Pj4ezszOGDRuGESNGYPLkyZK8uy9dMYsn+IsXL8LQ0BC9evWSdGzNKWdKUnHIKV67di2qVKkCQ0NDdltRTO0NHjwYkZGRSEtLg4+PD8qVK4c2bdrg3bt3bHvi4uLQvXt3tGrVCqmpqUhKSsK9e/fk2ljsW3Tr1g1mZmZ4/Pgx/ve//8HGxgY9evTApEmTWCfeoUOHYvv27axR0qpVqxAUFISAgIACC+Bz+rcp6fj4ePaZrlq1ilVKEUvDrl+/Hg8fPkRQUBDL4y9pCqqte86OnuL+++7dO9boZsmSJfnm4R87dizfOs8/c1z9nr4PV69eRVxcHIYPH45ly5axiznxfYjH/J07d0JPTw+6urr47bfffnjb5OXDhw/IyMjAmzdvkJGRgbCwMOzbtw+ampps9jAqKgr6+vqoWbOmXGtpx8XFsYZ27dq1k1Qv8/PzgyAICA8Px969exEYGIhHjx7Bw8MD586dg6GhIRwdHREXF4eAgABMnjwZdevWxZQpU+TeACun3BebERERmD9/PkJDQ/H06VOYmJhg1qxZLGVK7P8ipgZlZWXBw8MDI0aMQPfu3fPkk4vf16lTp6JmzZoFenE3fvx4aGlp5VnLIL7Ht2/f4vTp01i+fLlc12d8aZ1WbvnNDn/+/BnOzs6wsLDI099EVFRleIsrHsTnkpCQgJ49e6JBgwaSIFE8qO/duxdKSkpQVVXFpk2bWM7o48eP4ezsjGnTpiEmJqbIcrRy1levV68eOzHmXsRy8OBBzJkzJ89CwJ8JjI8cOcJODLdv34aTkxOePXuG9PR07N27F4sWLZKMVudn0qRJqFq1Klu8+qXAv6gDePH1s7KycPz4cZiamhZIDuG3bsfmzZvZZ3Xp0iW0aNECampqsLCwkCwEFvMh27Rpk6eJS2G5e/culJWVUbt2bUycOFGSd52amgoLCwuoq6vj5MmT6Nq1K5SVldG6detCLxn2b1PSqampePv2Lbp27coWVK9btw6VKlWChoaGpATif1HungyxsbHo2bNnnqoS4vf38uXL6NKlCwRBgLW1NS5cuIDXr1/jzJkzsLOzw/Tp0+Wa6vU9fR8CAgIwfvx4ZGRkoE6dOnmqZr179w5ubm7s5+PHj2PlypX5Lt4sSjmPmWPHjmWVqZ49e1agF/LiBbG3tzfL/161ahWb9RCDNC8vLzb67uHhAT09Pbi5ueHKlStYt26dpFJNQcrIyGCVfQ4ePIhTp04hNDQUq1atkhzjxWC4a9euaN26NV6+fJln3Zso9zmvMJq6xcTEQFtbG/b29uz9FNZ580vrtHK/vjg7nPNi5/z582jRogVGjx5dKNta0vEg/v+lpaXB09MT/v7+mDdvHlxdXb9YReTUqVNo164dW1jXsWNHGBoayrUBQm7fc1EgHlwuX77M2s4bGRnBxcUFXl5eaN26NcaOHSvXKilAdm3ZZs2aAcgOvhs2bIjIyEisWbMGZmZm/9q9Udy5o6OjYWZmBhUVFUyZMqXASoXJQ86/SXh4uNw/z+8xc+ZM7NixA/PmzcP06dPx7NkzhIWFoW7duihfvjx27NiB0NBQ7Ny5EwMGDCjQ0axvMWPGDCgrK0uCXTHoGTp0KOrUqYOPHz8iKSlJ7iX4vlV+U9IpKSlsNis5ORmCIKBHjx5YtmwZ/Pz8EBIS8sVqTv8VOfeLxMREZGVlISUlBatWrWJ/y/yCiY8fP8LFxQX6+vqoUKECGjduDFNTU0ld7Z/1o30fFi9eDJlMBjc3N+jr67MZloSEBOzbtw8TJ04s8NbzPyI5OZmNrufcvjFjxrD1UIWhW7duMDExQWhoKG7evImBAweyCwfx+9GnTx9WYnD79u0wMTFB+fLl8ddffxXYoFju7+Hff//NyuwC2fnrVlZW2Ldvn2TAKyoqin0vxWZuzZo1y3NcLaxU2i/x9vaGkpISW6dRWIOL37JOCwBb42BpaSkZcV+2bBnU1NQwcODAfJtrcv/4Twbx+Z1Azp49ixo1akBTU/OLJ42cO0BKSgpu376NCxcu4NChQ5LKCgVVxeVHHTx4EMOHD8eIESPQt29ftkMD8t2p//jjDygqKsLHxwc3b95kIyevXr3CqFGj2LTev72flJQUNG7cGI0aNZKUl+TyJ36Whw4dQvPmzdliTJHYKVjs2iiOLha1mJgYaGlpwd7eXnLxk5WVhb59+7KTaFH72pT0li1bYGxsDF1dXcl+9V+Ue+Zy9uzZ6NKlC1tXcPLkyS+Opub83aSkJMTGxrIOjvk95mf8SN+HnL0HWrVqxUYZ27Vrh9q1a8PLy0su2yZvMpkMLi4uLK3hyZMnGDduHAYPHixJbSpo4uxbu3btsGbNmjyBmUwmg5aWFiwtLTFr1iy4u7sjJCTkuxoIfq+c3ydxEe379++xd+9elmYaEBCA/v3750mLuXDhArvt1KlTGDhwIFvgWtw0adIEBgYGGDNmjFzTpf7N19Zp5by4uXLlClRUVCSDoL6+vjA0NJR0vuby958L4nMGrVevXsVff/2Fly9fIiEhAdu2bcvTxOFHRsALQkZGBhYtWoTVq1fj4sWL3/RaX9t2eV9sxMTEYOzYsVBRUUHDhg3h7+/P7lu5ciX7XMUykLm3LzMzE+Hh4ZJ67//l0lHf4/Tp05JGGeKoxuvXr2Fra1tsguKcvL29oaioyNaXXLhwAXZ2dhg9enSh5L1/i2+Zki4pi1YLUs79ND09Hbt27YKRkRF0dXUlFS/mz5//1S6Q+R0XCsL39n0QF4I+e/YMnp6eaNWqFerWrVtoaR4/6v79+yhfvjx0dXVhYGBQ6GtgRFOmTIGqqqqknGXOY9Xhw4fRunVr6OnpYf/+/YWyTa9fv8bo0aOxatUq9r3bs2cPe/3IyEgMHjwY9erVw/Xr1xEXF4dHjx6hX79+bGFlzhSa4na+ysrKwsCBA6GhofHFJmgF5VvWaQHZF84zZsyAtrY2du7cib///rvIu1eXJP+5IB7IXtAxd+5ctGnTBiYmJtDX12dXqI6OjpImDsXB1atX4eDggLFjx6Jbt27Q1NTEsWPHvvt5xB2noPLixOdv0qQJBEFAw4YNsWzZMmRlZeHOnTuScnAvX7786shFYS0G/hVcv34dgwYNynN7WlqaXBs2yVvjxo1hbGyMnj17wtnZOc/oa3HwpSnpol6XUdxcuXIFY8aMQUREBPtsevToAUVFRSxfvhyRkZHYv39/kacYAD/W90GsjiMSexaUBPb29vl2HC5MOWffxPUtuYNeeVy8fymQzr2/vnnzhpX/tLW1ZXnqUVFRmDlzJkufOXnyJBo2bAhBENgC4AYNGuRZo1EcjwcREREICAgo1FSvb1mnlbPRE/BPWeycnzv3bX6pID4zMzNP7fD8dmhvb2+2QGXRokXo2rUrmxp79eoV1NXV4erqWuhBZH6NijIzM7Fr1y58/vwZHz58wIoVKzBnzpyvjmYVpcWLFyMwMBA1a9aEIAho27YtrKys2Ar4+Ph4eHt7s8+8uI1elDTi57d8+XKcP3+edTws7rKysmBnZwcNDY0CXU8iD0UxJV2c5Q7EQ0JCYGJiwppeiQHO0aNH0blzZ2hpaWH48OHo379/ka4d+ZLv6ftQHIO1ryku2yxeEIv5+OKxq7By3oHsKmihoaGs2MO1a9dgYmKCunXr4vr164iNjUVgYKDkd2NjYzFt2jT07NkTI0eOZLNy3Jd9bZ3Wzp07cefOHbx+/Rq3bt1CaGhoUW9yifTLBPGvXr2Cg4MDmjdvzhaX5NdtMT4+Hr6+vggKCoKnpyf27dvHRlPEBWvu7u7Q0NDA3bt38fr160IJMnO+Ru7OhSNGjMDq1auxdu1aycKZFy9efPWqVZ6jXt/yOZw+fRoDBw4EAISGhmL58uUwMjJijaSsrKzQq1cvNGnSpFiOupZUYWFh0NPTg7W1dYlJ74iIiMDBgweL5YLAnIpySrq4yX0M+PTpE7vt8+fP8PDwQM2aNeHg4AAgO6f45cuXOHToENq1a4cyZcqw9u/FQXHs+/Cra9q0KfT19TF+/Hi55pGHhIRgw4YN2Lx5M/bs2SP5bgLZ6VNOTk5o2bIlqlatCmtraxbIBwUFwcbGBnp6epg5cyYmTpyYp/M1IC3RXBxmlIqj71mn1bRp0wJd9/Bf8MsE8XFxcfDy8kKZMmWwYMECtrOdPXsWPj4+bHFVeno6GjRoAFdXV8nUYlpamqSms6amJlRVVbFhw4ZCHZFfuXIlmjZtCjs7OzblNHr0aElnM9GpU6fw5s2bfIPr3CMQ9+/f/6mDTu7ny/2a4s/u7u6sNn3O1+7cuTN69uwJc3Nz1K1bt1A6w/2X3Lp1C0uWLOFTkQWgKKaki7tLly7B2toa3bt3R58+fSSjaJs2bULNmjUxevRorFmzBj4+PgCyB1qMjIyK9WK14tL34VeVlZWFQYMGQUNDA7///rtcnjMxMRGLFy9G8+bNMXToUGhqakJJSQnm5ubw8/MDkB1wL1q0CDdv3gSQna/dv39/PHz4UPJcjo6OMDMzQ926df91MKS4zGwUZyVxnVZJ9MsE8aJx48bB1NSUfYG0tbWhoaEBc3Nz1qBj+vTpsLS0lPyeTCaDq6srnj59iidPnmDQoEFyXVxz9OhRdqLLysrKs7AzOjoaixcvxsaNG3H69GkYGxujZcuWSExMxOTJkzFo0CBJTnlYWBh69uyZJ8cxd5OWY8eOoUuXLti4caNcLkZWrFjByj7mdyD77bff0KVLF8kB8NChQ6y6g9jNkpMvHmhw8vDw4UMsXrwYfn5+klk/8biSlZWF3bt3w83NDTdu3MBff/0FPT091KxZk/UjkMlkuHPnDurUqYPGjRvD09OTPU9wcHCxWm8kKi59H3518r4g9vDwgLW1NTZt2sRue/XqFfbu3YuyZctCEATs2LEDd+/exa5du3D//n14eHjgzz//ZH/znOfFpKQkHDlyBFpaWjxl5ieV1HVaJU2JCuLzC1SePXsm6Z4XGxsLAwMDODs7w9vbG3Fxcbhy5Qo6duyItm3bAsheuKKhoYEuXbqwRg7e3t6sw17uYPdnAqQHDx6ge/fuqFq1KoYMGZLnfrHM1/Pnz3H48GEkJibC398fa9asYUH/jRs30KpVK1SrVg3r16/Htm3bMGnSJEydOlXyXDmD6tDQUIwcORJDhw6VSw7vrVu3MG7cOFSvXh3Dhg3Lc7/42hs3boQgCOjUqRMCAgKwatUqdO/eHY8ePZI8nk9Fclzx8fHjR6xYsQJWVlbo1KkTlJSUoKamxmYnxf01KysLjo6ObGYTAG7evAkTExPUr19fcnK+fv06bGxsYGVlVbhv5gcVp74P3L+7e/cuLC0tIQgCjh8/zm7PeV45ePAgatSogbp162L//v0wMjKCt7e3ZOArMTFRMgMvfgdOnTqFjx8/8sGRH1RS12mVRCUqiM8pZ3Ogrl27IiMjA+Hh4QCyu/GVLVsWY8eOZY/ftm0bqlWrho0bNwLIztWsUKECFBQUoKqqitKlS2Pt2rWSkeyfmTJ7//49xo4dCxsbG1Zq8ciRI2xBakZGBpYsWYKyZcsiKCgIgYGBGD16NHx9fSUluOLi4pCcnIxLly6x+sSCIEBHR4eV5svpw4cPmDt3Lnr06PHDrZRzv++wsDA4OTmxzpoHDx781yvpLl26QElJCWXKlIGxsXGenDiO44oPLy8vVK5cGXPnzmW3HT9+HIIgQF1dHQkJCez2iIgItG/fHlevXpUEOD4+PqhXrx4OHz4seW6ZTIbTp0/zYIiTm4yMDBw/fhxeXl4oVaoU3N3dkZiYyO4Xz1+ZmZlYsWIFBEHA1KlTYWtrCxcXF8lzxcXFYcWKFTwNsQCUxHVaJVGJCOJDQkKwevVq7NmzBydPnpTscP7+/tDS0oKVlRU8PDxYSaNmzZrBxsaGBfZ///03hg8fDiMjI7Zw9MaNG/Dx8cHEiRPzVLX5GZs3b0bt2rUhCAK2b9/ObhdH+P39/bF27VosWrQI8+fPR0hICO7cuQNVVdU8reVv3LjBLjw+f/6MoKAgBAQESBbYiLZs2YKOHTvCw8Pjq6kz+U1n5jzR5vyMg4KCMHPmTNy6dQtpaWm4e/cu3r9/n6e5i/jzx48fERYWJpkh4TiueElNTcXu3bvRoEEDCILAAnDx2OHg4ABBEFg9bJGWlhZcXV0lF/LR0dEwMTGR63GU477GwcEBlStXlqSaAv+cyx49eoTmzZujYsWK2LBhA8qWLYsZM2bg/v37ePToEWbMmIGFCxcWxab/8vg6rcJRrIP4Dx8+YO3atRgyZAi2b9+Ovn37okaNGqhfvz6bAtuyZQtMTExgbGwsybU8evQodHR0sGrVKjbFdvz4cTRo0ACOjo755mXmV+Lxexw5cgTm5uaYPXs2Tp06hY4dO8LMzIxdNMhkMkRGRsLW1haCIGDKlCmS6T8rKyt06NCBLb6Jj4/HypUr2cKw3KNZuQP1w4cPf1O+6YULF9CuXTvWlS73e960aROaNWsGW1tb7NixAy9evIC1tTVKlSqFMmXKQENDA4IgwN7e/puqC/B67xxX/GRkZLBpbn19fbRq1UqS9rZnzx4IgsBuE48Ts2bNQrly5bB//37JMWn48OE8iOcK1cuXL6Guro6RI0ey9Va5z5Pjx4+HIAjw9/fH0qVLIQgCypQpg0qVKqFSpUo4ffp0UWz6L4/PvhWOYhvEv3//HkOHDsWmTZsko8YhISEwNDSEIAjYt28fwsLCcOLECTRp0kSSPgMAffv2RbNmzdiJJSkpCe3bt2c7NCBd0PQz0tPTMW7cOLi6urLbvLy8oKGhgQULFgDI/lInJSUhNDQUBgYG6NGjB96+fcseHxYWhnLlyqFChQqwtrZGv3790KBBgzwt38Xn+hEJCQlYtWoVqlSpAkdHR3Z7VlYW3r9/Dw8PD6xevRoXLlyApaUl6tSpg5iYGERHR2PLli3YuHEjFi1ahKVLl0JDQwMbNmz4oe3gOK7oiceRgIAACIKA5cuXs2PhpEmTWAOknDN/MTExqFevHqpUqYIlS5YgNTUV27dvh6OjI6/gwxU6d3d3qKiosNrzInHwSPxui3HAwYMH4erqCkdHR9y/f7/Qt5fj5KnYBfHiScXf3x8jRoxgt2dlZbFR6yNHjkBfXx/Vq1fHtWvXAGS3dDYzM5MEvA8ePECNGjUwb948PHr0CH///Te2bt3KqqvI2+XLl1nXNyD7ZGdjYwMdHR1ERkYC+KdF89mzZyEIAnbv3i0ZjT9z5gyGDRsGAwMD6OnpwcvLS+7b+fbtW7i4uMDMzIx1oQSyFwX7+/sjMTERJ0+exIoVK1iFCplMlmdEffbs2TyI57gS4ObNm6wB05cGANq0aQMjIyPcunULhw8fhqamJgYOHMhqaQP/DHZERkbC2dmZLWh1d3dHUlJSwb8RjsslJSUFdevWRfv27dl5Nqf169ejUqVKecpJinJXiuO4kqTYBfEiOzs7VhtdDB7FHS0zMxPu7u4oVaoUnJycAAC3b9+GlZUV+vbti8zMTJaH5ejoCEEQMH36dMnil8zMTLnvuBkZGazaTM4RrmrVqkkq04j3derUCQ0bNpRUehA9f/5ckksm720NCwtD586d0a1bN9bs6tSpUxg5ciQ2bNgguRhKSkrCmzdvcPv2bezatQsPHz7Evn37MHXqVN6wieOKseTkZHh4eMDExOSLJXPFQYTQ0FDWgGXGjBmwt7eHuro6KlWqhFGjRkmOU+IxIy4uTrKOh9fP5orCoUOHIAgCfHx82GyQ+F10cnKSDAgCkEvxCo4rDopdEC+TyZCWlgYzMzNWyjBnACv+PywsDFZWVqhUqRILzlesWAETExPs2rULr1+/xpMnT7B06VKsW7cuz2sUxvsAsheIjhkzBuXLl8e5c+cA/DMaHxERAUVFRaxevRpPnjxhJ8acfvRiIyAgAE+ePGHPIR6scj7XunXrYGZmxmq4R0VFQVVVleXki8LDw+Hp6YnMzEwMHToUqqqqcHNzy9NZluO44iUtLQ3Hjx+HpqYmBgwYwNbM5D6miMeHsWPHSsr2RUdHY8aMGahSpQory2tvb49NmzZJSvXl7k/BcYWta9euMDY2xp07d9htgYGB6NKlC7uNf0e5X02xC+KB7MDXwMAAlpaWbJQnv51PXKRy4sQJAMCLFy/Qr18/qKiowMDAAFFRUZLfK+yrbvH1rly5AjMzM7Rq1YrdJ+aYjhgxAoIgwMHBAfHx8T/9mmL5rWrVqqFnz56S7cj9/5iYGNjZ2aFZs2asfKSdnR3q16/PylwmJibC19eXreB/8OCBZESOHxQ5rvjbvXs3dHV1WaWr3MTjwqdPn1C2bFm0b99essj1xYsXWLduHQwMDDBjxoxC2WaO+x537tyBiooKlixZgkuXLmHOnDmYMGEC7t27V9SbxnEFplgG8QAwatQoqKqqYufOnXnuE084t27dgiAIks6CMTExrDObqDiMEi1cuBDly5eHr68vgOwLlZSUFMyfPx+rVq2S2+vIZDI8evQIzs7OqFy5Mst5j4iIgIuLC6ZMmYIzZ86wUpwHDhxAgwYNMGnSJADZ0+M6OjpQVVVFp06d0L9/f9SvXx979uyRvI7YdZbjuJKhc+fOsLKyYilwX6p2tXbtWgiCAG9vb8ntgLQ0bVEfUzkut0GDBkEQBLRo0UJSdYZ/V7lfVbEN4k+ePImyZcuiW7duePz4MQDkqUseGRkJExMTPH36NN/nKA5BprgNYWFh6NSpE2rWrInTp0/j/v37yMzMlFR9kGcX06dPn8LW1haNGjXC+/fv0aFDB9SpUwdaWlrQ0NDAuHHjAGSflMeNGwdzc3OW7nP58mU4OTnByMgIVatWhZubm9y2i+O4gpff7NuNGzego6ODhQsXslSY/FIVAcDMzAzly5fHb7/9lqfbMl8IyBVHT58+xbBhw/LUfS8OcQDHFRQFKqZatWpFdnZ2dOrUKfLz8yMApKCgQFlZWUREJAgCPXz4kNq2bUtGRkZ5fl98fFETt6F27dpkYWFBL168oO3bt5O2tjYpKiqSsrIyIftiihQVFX/qtWQyGfu/kZER2draUkJCArm4uJCdnR1dvHiRQkNDyd7envz8/Ojo0aNUqlQp6tevH5UrV4527NhBRNmf/aZNm+js2bP0+PFjWrBgARFlf6YcxxVf4jFAQUGBEhMTKTw8nB2DmjZtSr169aKAgAC6cuUKEWUfR0WCILB93NzcnBQUFMjKyorq1q0reQ0FBQXJ73FccVC1alVat24dzZ8/n4iIxQrFIQ7guIJSbL/dZcuWpXnz5lHDhg1p7dq1NGfOHMrKymKB7qlTp2jz5s1ka2tLRHkDzOJ0kpHJZBQfH0/a2tq0Z88e2rdvH+no6LD7BUH46e3NedEinsjbt29PXbt2pZMnT5KZmRlpa2tT5cqVafr06dS7d29yd3cnIiIrKyvq3bs3HTlyhOzt7SksLIyIiKpXr07ly5enrKwsAlCsPlOO4/ISjwEnTpwga2tr6tu3L82ZM4fdv3DhQvr06RMdOnSIYmNjiUh67BQEgcLCwsjOzo7i4uJo4MCBhfsGOO4HqampUbly5eQ2KMZxJUGxDeKJiGrUqEEHDx6kIUOG0Lp168jc3Jw8PT3J2dmZrl27RsuWLaMOHToQUfEK2nNTUFAgdXV1mj59OjspiqME8iIIAiUmJpKbmxvt3LmTkpKSqHLlytSzZ0+qVq0a7dmzh4iyT9j6+vpkY2NDmpqa9O7dOyIiqly5MpUtW5Z69uxJxsbGkudWVFQs1p8vx/1XyWSyPAMYa9asoVu3btHOnTtp5MiRtHz5crpz5w4REeno6NCYMWPo5MmTdObMGSLKe+w0NjamXr16kaKiImVmZhbOG+E4OZHHoBjHlRQCSkiOxL179yg8PJxSUlKoYsWK1LNnTyL6ZxSppOy0PzuinZaWRsnJyVSxYkWSyWRs5C0gIIBu3rxJb968oStXrlCjRo0oICCAkpOTadWqVbRp0yb6448/qFmzZkREdPHiRZo0aRIFBwcTEdGbN2+ocuXKfOqR40qgxMREqlChAsXHx5OVlRWtX7+e2rRpQzdv3iR7e3syNjam48ePk4KCAgGg5s2bk76+Pk2cOJHq1atHampqRf0WOI7juO9UYiK2+vXrU//+/Wn48OEsgJfJZCXuqvtntzU9PZ1mzJhBRNkj/Onp6fT+/Xvy9/en6dOn0+7du2ny5MkUGBhIN27cIDU1NerWrRuZmprSwoUL2fNkZmbSxIkT2c9VqlSRrDngOK54yrn2JSMjg6ZOnUqdOnWi169fU6VKlcjS0pIePHhAjx8/piNHjpCLiwudOXOGAgICiCj7GDR9+nQ6cOAAzZ8/n+Li4orqrXAcx3E/ocSMxOf0X83PFkfezc3NqUuXLlSrVi0yMTEhXV1dMjIyogcPHpC+vj55eHjQ77//TqqqqnTv3j0iIvL29qbZs2fT+PHj6cOHD6SkpEQuLi55Umc4jis5nj17RkuXLqUbN26Qra0tLV68mNLS0khFRYW2bNlCTZs2pXr16tGoUaPoxo0btHXrVtLR0aGHDx/StWvXaM6cOaSqqlrUb4PjOI77ASVmJD6n/1oAn7PiRGRkJGVkZJCvry8pKytTmzZtqFatWnTw4EFSVlamP/74g1q2bEnr1q2jsLAw2rJlCxERtWjRgjw9Penz58/UuHFjWrduHQ/gOa4E+t///kfDhw+nhw8fUq1atWjr1q1kZWVFx48fp7t375KKigqFhYXRrl27yMTEhNLT00lTU5MeP35Mffv2pcTERLK2tqalS5eSqqoqn33jOI4roZSKegO4LxNnHHLmqScnJ9OQIUPo4MGDdPPmTRo1ahTJZDKytbWliIgIunz5Mm3cuJHev39PTZo0IVdXV0pNTSUHBweytLSUzGLkzKnnOK74yVmRi4goIiKCDh06RLt376a6detSjRo1qGzZstSnTx8KDg4mb29v2rFjB6moqNCVK1do4cKFZGFhQcbGxnT9+nWKj48nCwsL9ny8igfHcVzJxSO4YkwMts+ePUtOTk7k6elJZcqUoTlz5tDgwYPpzz//pAsXLrC6zXfu3GH1n9PS0qht27ZUrVo1unbtGiu7lbMWNA/gOa54EvdRRUVFysjIoMDAQPrw4QPVqFGDNmzYQK6urrR27VoKDQ0lIqLOnTtT+/btKTg4mI4ePUq6uro0Y8YMWrNmDf3222+krKxMTZs2pe7du0te5782q8lxHPcrKZE58f8Vnz9/plWrVtHLly/J1NSUZsyYQT169CBfX196+/YtTZ48mTIyMuj8+fNERPTHH3/QqFGjqE6dOqSqqkqjRo2i3r1785xXjiuhbt++Tf369aO4uDiqXbs2eXp6Utu2bSkrK4u0tLTI1taWli1bRlpaWvTkyRMaMmQIpaSkkJeXF3Xq1ImuXbtGJiYmpK6uXtRvheM4jpMzPhRbzOS8poqLiyMLCwvy8/Ojpk2b0pgxY2jkyJGkqalJpqamZGdnR8+ePWN57woKCuTn50eKiorUvn17GjhwIAvged4rx5Uc9+7do40bN1JCQgJt2rSJbt++TTExMeTr60sRERGkqKhI7u7utHv3bgoKCiIiordv31LVqlVJJpPR8+fPKTMzk1q0aEHq6up8/+c4jvsF8ZH4IvZvlXbOnTtHGzduJCsrK6pUqRL16tWLVFVV6fPnzxQbG0vly5cnJycnOn/+PLm4uFDDhg2pe/fulJGRQcrKyl99fo7jil5mZiYpKf2zPCkuLo5WrFhBq1evpn79+tGWLVuofPny9Pvvv5OrqyvNnTuXxowZQ0RElpaW9OHDBxowYAClpaWRnZ0dKSkpUcOGDYvq7XAcx3GFhI/EFzExwH769CmdO3eO7t27R05OTnTx4kUqVaoUff78mQwNDcne3p6NqisoKNCFCxeoQoUKNG3aNGrfvj2dOHGCDA0NiYhIWVmZdXLkATzHFW9iAP/s2TNWSaZPnz7Us2dPevz4MZUvX56IiIYMGUJ169algwcP0q1bt4iIaPv27dS0aVPasWMHKSsrU5MmTVgAz8dnOI7jfm18JL6IpaWl0ebNm4kou+vipk2bqEGDBnTkyBGKiIiguXPnUoUKFWjjxo2s2+LKlStJSUmJpk6dSkQkGXnnOK74y3mBfeHCBbKxsSF1dXXq0KEDbdmyhWQyGd27d49at25NixcvpilTphAR0bVr12jgwIHk7OxMtra2ZGRkROnp6ZSenk5ly5YtyrfEcRzHFTJeYrIAPX78mOrUqZOnpGPOE3hwcDDFxcWRm5sbERFpa2vTpEmT6MyZM9SpUydq2bIlLV++nF6+fEkdO3Zko/CLFi1iryMG8LnL0XEcV3TENJn8ZsQEQaCIiAgKDg4mFRUV2rhxIz19+pTc3NyoWbNmNHr0aDI1NaVx48bR0qVLaeDAgVSlShVq0aIF1a9fn2bPns26N5cuXZpKlSpVIjtYcxzHcT+Op9MUgJMnT5KWlhYdOHCABEGgrKwsApBvScdr167Rrl27iCh7dM7R0ZH09fXp1KlTREQ0dOhQcnd3p6tXr9L06dNp6tSppK6uTqampnmeiwfwHFc83Lt3jwICAvKUdRU9efKEZs2aRS4uLnT16lWyt7eniRMnkouLC82bN4/ev39PKioq9Ntvv1H58uVp9erVlJWVRUlJSdS8eXPasmULzZ8/n0qXLs2eUyw1y3Ecx/038CBezj5+/EhPnz6lxo0bk52dHRFlB9eCIFBISAjZ29vTqFGjWEWZ+vXrU1JSEm3atImdgIcPH069e/cmIiJ1dXUaNmwYhYaG0uXLlyk4OJj27dvHy0ZyXDF29+5dmj9/Pq1YsYKI8tZjr1y5MrVo0YLKly9PHz58ICKiChUqkLOzMxERLVmyhIiIDA0Nafr06bRmzRoaPXo0JScnk6urKzk4OBDRP92cOY7juP8enk4jBzmny8uXL08TJ06kuLg4un79OtWtW5dkMhnt2LGDQkNDyc7Ojnx8fOjEiROkr69PjRo1ojFjxtCaNWvo8+fPVKtWLcrMzCRNTU06d+4cPXr0iJycnKhGjRpUo0YN9noymYyPvHNcMSMeC5o0aUIRERE0e/ZsevPmDbm4uJChoSFLedPQ0KAJEyZQTEwMnTx5kk6dOkVdu3YlfX19mjFjBs2dO5fGjx9P1apVIwDUr18/cnNzIx0dHcnr8IZtHMdx/118YetP2r59O+nq6lKnTp1Y6oyioiLdunWLjh8/TnPmzCFlZWU6dOgQ9e3bl54/f047d+4kExMT6t+/PzsJ+/v707Fjx6hjx46kqqpK27Zto5MnT5K5uTkNGzaMbG1tWRDPcVzxBYBiYmLI39+fPn78SB4eHmRgYEABAQFkYGBAgiCwxeh37tyhadOmkYaGBvn7+5OioiIlJSVRw4YNKSEhgXx9falLly5s0aq4robjOI7j+NngB50+fZpq1KhBTk5OkpF4cXQ8KSmJtLW1SVlZmcLDw2nr1q3k4+NDV65coXHjxpGdnR0pKChQcHAwERE1atSIHj58SCdPniQnJyf69OkThYeH061bt6hs2bKS3FeO44ovQRAoPT2drl+/TnPnzqUdO3ZQUlIS9e3bl7Zv305E/5SVbNSoEXXr1o3Cw8Pp4MGDREQUGxtLDRs2JDc3N7K1tWUBfFZWFg/gOY7jOIafEX7A58+f6caNG9SyZUtSUFAgDw8PVrdZZGhoSEePHqXk5GQyMjIiBQUFevXqFQ0bNoy0tbXZ4/766y9KSEigihUrkrW1NQUFBdGBAwfo4sWLVKtWLVJUVKTo6Gh6/fp1Yb9NjuN+AACqUaMGmZqa0v3798nGxobOnTtH7969o9GjR5Ovry/FxcWxxw8fPpxq1apFLi4u5O3tTerq6rRnzx4aP348ez4ivnCd4ziOk+JB/A8oXbo0LViwgPbu3UurV6+m0NBQ6tOnDx0+fJgtNKtevTq1bduWIiMjiYioR48etG/fPrp//z57njNnztDz589JTU2N1NXVafz48eTq6kodOnRgj3nw4AFpamryDowcV0IIgkCpqamkqqpKZmZmdP/+fVq/fj2NHDmSRo4cSS4uLuTs7EyZmZlElF1WtnTp0mRoaEjW1tZUsWJFUlJS4g3bOI7juH/FF7b+pHHjxlHjxo1p9OjRNHjwYJo4cSItW7aMPn/+TG/evCEtLS0iIurUqRMdOHCAWrduTd27d6eaNWvS/fv3qVWrVlSqVCkiInr06BEFBgZSgwYNqFy5crRjxw4KCAhgNeH5CZ3jSoYyZcrQp0+fqF27dtSwYUOytbWl1q1bExFRlSpVyNfXl1q2bEmNGjWiIUOGkIeHB+np6Umeg6fOcBzHcf+GL2yVk8jISHJzc6Pff/+d7O3tycfHh/bt20cZGRk0efJkIiKKjo4mJycnunPnDr1//56aNm1Ku3btkixYrVq1KqmqqpIgCFSpUiXasGEDH4XnuBJEvNi+desWnT17lmbNmkVE/zRji4+Pp379+tG1a9fIzc2N3Z/zMRzHcRz3NXwkXg4AkIGBAfn6+pKJiQm5ubnRw4cPycHBgTQ1NYmIKCMjg6pWrUoBAQEUHx9PsbGxZGFhwX5fLBl569YtSkxMpOTkZGrcuHFRvi2O436AOFsWFRVFKioqRESsGg1RdoWZkSNH0qFDh6hixYqS3+UBPMdxHPet+Eh8AfD39yc3Nzd6/PgxOTo6kq+v7xdLw/GRN477NSUlJdHkyZPJy8uL1NTU8n2MWHGGp8lxHMdx34snXcqReD3Uv39/OnLkCHXo0IH+/vtvevfu3RfzW3kAz3G/rjJlytDixYspPDw83/vFbs4cx3Ec9714EC9H4slYJpNRrVq1aN26dTRt2jRe453j/oOCg4PJ39+fNDQ0yMjIqKg3h+M4jvvF8HQajuO4ApCQkEBZWVlsXQzHcRzHyRMP4jmO4wqQTCYjQRB42gzHcRwnVzyI5ziO4ziO47gShufEcxzHcRzHcVwJw4N4juM4juM4jitheBDPcRzHcRzHcSUMD+I5juM4juM4roThQTzHcRzHcRzHlTA8iOc4juM4juO4EoYH8RzHcRzHcRxXwvAgnuM4juM4juNKGB7EcxzHcRzHcVwJo1TUG8BxHMcVvGvXrpGnpyeVKlWKVFVVSSaTUaNGjej+/fs0a9YsqlmzZlFvIhERWVlZUXh4OJmampKCggKdPn2aDAwMyMjIiJKSkigoKIi2bNlCI0aMKOpN5TiOK1I8iOc4jvvFrV69mjw9Pen48eNkYWHBbvf19SU/Pz+aNWtWEW6dVO3aten48eOkpqZGRESCINDAgQNpyZIlRER05MgRev/+fVFuIsdxXLHAg3iO47hf2KlTp2jatGl07NgxSQBPROTk5ETBwcFFtGX5GzJkCAvg89OrVy+6ePFiIW4Rx3Fc8SQAQFFvBMdxHFcw6tevTx8+fKCoqKh873/8+DGVK1eOqlWrVrgb9o0EQaA5c+awkXiO4zguG1/YynEc94sKCwuj+/fvU+vWrb/4mLp167IAXiaT0fLly2natGk0YMAA6ty5Mz158oSIiEJDQ8nS0pIEQaAFCxaQOP6zfft20tfXZyP6z58/p+nTp9PQoUPJ1NSUli9fTkRET58+pYkTJ1L9+vXp4sWLVKVKFXJ2dv7u95SSkkL9+vUjQRCoS5cu9OrVKyIiioiIIBMTE5o4cSLdv3+fHB0dydrami5evEhGRkZUuXJlWrZsmeS5zp07R5MnTyYbGxsyNzenY8eOfff2cBzHFRWeTsNxHPeLevr0KRERVa5c+ZseP3v2bMrKyqJVq1YREdG0adPIysqKnjx5QvXq1aMdO3ZQvXr1qEmTJiQIAhERVa9endzc3KhBgwaUkZFB8+bNox07dpCSkhJduXKFWrduTXp6etSiRQuKioqi169f0/3792nq1KlUunTp735Pqqqq9Pvvv9OtW7eodu3a7ALE0NCQdHV1ac2aNRQZGUkPHjyghIQEunbtGh08eJDc3d1pzpw5ZG5uTj169KDw8HA6ffo0eXp6EhHRkiVLqF+/fvTw4UOqVavWd28Xx3FcYeMj8RzHcb+opKQkIiIqVarUVx8bHx9Pa9asob59+7LbZsyYQfHx8eTl5UVERGZmZtSyZUvasWMHe8zhw4dpwIABRES0f/9+evXqFa1atYrc3d3p0qVL1KFDB4qJiSEDAwOWkz927FiaNm0ajR8//ofeV+nSpWnixIm0Z88eSk5OJiKie/fukaWlJSkqKpKRkRHVrl2bKlSoQLNmzaIGDRqQr68vlStXjvz8/IiIyN3dnWJjY8nd3Z3c3d0pMTGRWrVqRZGRkT+0TRzHcYWNj8RzHMf9ovT09IiI6O3bt1997NWrVykjI4MqVKjAbtPW1iY9PT26desWu23MmDHk4OBAb9++pVKlSlGZMmWoTJkyRJSdclOnTh1ydXVlj589ezb7v4KCAqmpqZGS0s+fekaNGkULFiygnTt30tixY2nnzp00ZswYdr8gCGy7iIjU1dWpQYMG9OzZM7atU6ZMIXt7+5/eFo7juKLAR+I5juN+UY0bNyZ1dXW6dOnSvz4uMzOT5bjnDvh1dHRIWVmZ/dy/f38qX748bd++nfbs2UNDhgxh96WlpdGdO3fyPH9cXNzPvI18VahQgUaMGEFeXl6Unp5Oz58/J2Nj43/9HW1tbVJRUSn0beU4jisIPIjnOI77RZUuXZqmTp1KERER5O/vn+9jrly5QqGhodSwYUNSVFSkCxcuSO6Pj4+n9u3bs59VVFRoxIgRtHnzZgoJCSFzc3N2n6mpKd2+fZuOHj3Kbvvw4QMdOnRIvm/s/02YMIHCw8NpwoQJ1K1btzz3Z2VlSX6OiYmhli1bsm318/Oj169fs/uvXbtGjx8/LpBt5TiOkzcexHMcx/3CZs2aRb1796aRI0fS3r17SSaTsftOnDhBERER1KBBA9LT0yMHBwfasmULa6Z0//59yszMJAcHB8lzOjk50fPnz6lp06aS2wcPHkzVqlUjOzs7mjlzJq1bt4769u1LNjY2RJRd/SYtLe2btz01NVXyb25GRkbUvXt32rlzZ75pMeHh4fT582ciyq6aExoaSpMnTyYiounTp9OnT5+oefPm5OHhQcuXL6fVq1dTq1atvnn7OI7jihLPiec4jvuFKSoqUmBgIPn5+ZGnpyfNmzePjIyMSEdHh/r3708jRoxgj/Xx8aEyZcpQx44dqWnTppSRkUHnz5/P03zJyMiI+vTpkydwVlNTo1OnTtHYsWPJ29ubTE1NydfXl7S1tenq1at0+PBhiomJoQULFtDUqVOpfPnyX9zu0NBQ2rJlCxERHTp0iBo2bEj9+/fPs0jXxcWFypUrJ8nlF5UrV46mTZtG6urq9ODBAzp69CgZGBgQEVGDBg3o0KFD5OrqSosWLaIOHTrQ5s2bWdUdjuO44o43e+I4juNKrO3bt1PVqlWpS5cukttHjBhBUVFRedKDOI7jfhU8nYbjOI4rsU6fPk2dOnUq6s3gOI4rdDydhuM4jitRduzYQRcvXqTSpUtTu3btSEEh73hUZmYmZWRkFMHWcRzHFQ4+Es9xHMeVKBERERQYGEiamprk5OSU5/59+/bRhQsX6N69e5LGVBzHcb8SnhPPcRzHcRzHcSUMH4nnOI7jOI7juBKGB/Ecx3Ecx3EcV8LwIJ7jOI7jOI7jShgexHMcx3Ecx3FcCcODeI7jOI7jOI4rYXgQz3Ecx3Ecx3ElDA/iOY7jOI7jOK6E4UE8x3Ecx3Ecx5Uw/wcgzqJQKs/sCQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NoAg_Large\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                    186.03\n",
       "Shrub                   2751.75\n",
       "Wetland                11439.45\n",
       "Other Crops                0.00\n",
       "Barren                   509.22\n",
       "Fallow                   523.62\n",
       "Vegetables & Fruits       47.43\n",
       "Tree_Crops                 0.00\n",
       "Developed              13992.39\n",
       "Hay                      503.28\n",
       "Alfalfa                  255.96\n",
       "Forest                 47298.60\n",
       "Pasture                 8628.12\n",
       "Annual Row Crops        1777.50\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NoMSG1_4_UT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                     64.98\n",
       "Shrub                   1732.50\n",
       "Wetland                 2108.88\n",
       "Other Crops                0.00\n",
       "Barren                   349.20\n",
       "Fallow                  3234.78\n",
       "Vegetables & Fruits      228.15\n",
       "Tree_Crops                 0.00\n",
       "Developed               5743.71\n",
       "Hay                    17749.08\n",
       "Alfalfa                 7820.01\n",
       "Forest                 11833.83\n",
       "Pasture                27460.35\n",
       "Annual Row Crops       20566.98\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NoMSG1_4_SAT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                     49.05\n",
       "Shrub                   1257.03\n",
       "Wetland                 1761.30\n",
       "Other Crops                0.00\n",
       "Barren                   274.50\n",
       "Fallow                  2684.34\n",
       "Vegetables & Fruits      108.72\n",
       "Tree_Crops                 0.00\n",
       "Developed               4702.86\n",
       "Hay                    14699.79\n",
       "Alfalfa                 6308.82\n",
       "Forest                  9288.36\n",
       "Pasture                21783.06\n",
       "Annual Row Crops       16409.88\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NoMSG1_4_Large\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                     76.59\n",
       "Shrub                   1632.60\n",
       "Wetland                 5257.26\n",
       "Other Crops                0.00\n",
       "Barren                   135.99\n",
       "Fallow                  2283.48\n",
       "Vegetables & Fruits      381.96\n",
       "Tree_Crops                 0.00\n",
       "Developed               4272.75\n",
       "Hay                    12649.59\n",
       "Alfalfa                 4839.66\n",
       "Forest                 20953.17\n",
       "Pasture                19360.35\n",
       "Annual Row Crops       15585.93\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NoRowCrops_or_MSG14_UT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                     73.26\n",
       "Shrub                   2766.51\n",
       "Wetland                 2523.96\n",
       "Other Crops                0.00\n",
       "Barren                   378.00\n",
       "Fallow                  3245.04\n",
       "Vegetables & Fruits      424.98\n",
       "Tree_Crops                 0.00\n",
       "Developed               7799.31\n",
       "Hay                    17952.93\n",
       "Alfalfa                 3847.86\n",
       "Forest                 15909.84\n",
       "Pasture                36569.79\n",
       "Annual Row Crops        8203.41\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NoRowCrops_or_MSG14_SAT\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                     57.42\n",
       "Shrub                   2208.96\n",
       "Wetland                 1967.85\n",
       "Other Crops                0.00\n",
       "Barren                   318.87\n",
       "Fallow                  2661.12\n",
       "Vegetables & Fruits      317.79\n",
       "Tree_Crops                 0.00\n",
       "Developed               6172.29\n",
       "Hay                    14507.46\n",
       "Alfalfa                 3148.02\n",
       "Forest                 12433.14\n",
       "Pasture                29196.63\n",
       "Annual Row Crops        6783.75\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NoRowCrops_or_MSG14_Large\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Water                     99.72\n",
       "Shrub                   2651.31\n",
       "Wetland                 7094.70\n",
       "Other Crops                0.00\n",
       "Barren                   236.25\n",
       "Fallow                  2009.16\n",
       "Vegetables & Fruits      592.29\n",
       "Tree_Crops                 0.00\n",
       "Developed               5646.69\n",
       "Hay                     9952.11\n",
       "Alfalfa                 1664.82\n",
       "Forest                 31422.24\n",
       "Pasture                21788.64\n",
       "Annual Row Crops        4476.96\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import rasterio\n",
    "from rasterstats import zonal_stats\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import fiona\n",
    "year = 2023 \n",
    "if year != 2023:\n",
    "    print(\"WARNING! The selected year does not match the expected value for this analysis type, please confirm.\")\n",
    "\n",
    "font_properties = {\n",
    "    'family': 'Times New Roman',  # Choose font family (e.g., 'sans-serif', 'serif', 'monospace')\n",
    "    'style': 'normal',  # Choose font style (e.g., 'normal', 'italic', 'oblique')\n",
    "    'weight': 'normal',   # Choose font weight (e.g., 'normal', 'bold', 'light')\n",
    "    'size': 12          # Font size\n",
    "}\n",
    "\n",
    "unit= \"Ha\" #\"Acres\" \n",
    "# Load data\n",
    "cover_df = pd.read_csv(fr\"C:\\Users\\twk54\\Desktop\\Projects\\INFEWS_Solar\\Tables\\temp\\remapvalues.csv\")\n",
    "\n",
    "feature_class_name = \"Potential_Future_Sites\"\n",
    "layers = fiona.listlayers(gdb_path)\n",
    "color_mapping = {\n",
    "    'Annual Row Crops': '#f1c41f',\n",
    "    'Hay': '#fff85f',\n",
    "    'Alfalfa': '#93d9d3',\n",
    "    'Other crops': '#ffac00',\n",
    "    'Tree Crops': '#a8df45',\n",
    "    'Barren': '#939973',\n",
    "    'Mixed Forest': '#00aa83',\n",
    "    'Forest': '#4b9f2d',\n",
    "    'Evergreen_Forest': '#00a900',\n",
    "    'Pasture': '#7ff43e',\n",
    "    'Shrub': '#c39251',\n",
    "    'Wetland': '#78992f',\n",
    "    'Developed': '#adadad',\n",
    "    'Fallow': '#8f4f51',\n",
    "    'Other Crops': '#f2aa84',\n",
    "    'Vegetables & Fruits': '#ea5f48',\n",
    "    'Water': '#5d74e9',\n",
    "    'All_FAL': '#999999'\n",
    "}\n",
    "# Load the feature class from the geodatabase\n",
    "polygons = gpd.read_file(gdb_path, layer=feature_class_name)\n",
    "\n",
    "# Get unique scenarios\n",
    "unique_scenarios = polygons[\"Scenario and Type\"].unique()\n",
    "print(unique_scenarios)\n",
    "raster = rasterio.open(reclassified_raster_path)\n",
    "\n",
    "# Create a master DataFrame to store results for all scenarios\n",
    "master_df = pd.DataFrame()\n",
    "\n",
    "for scenario in unique_scenarios:\n",
    "    # Correct the SQL query syntax\n",
    "    sql_query = f'\"Scenario and Type\" = \\'{scenario}\\'' \n",
    "    scenario_polygons = gpd.read_file(gdb_path, layer=feature_class_name, where=sql_query)\n",
    "    \n",
    "    # Calculate zonal statistics\n",
    "    stats = zonal_stats(scenario_polygons, reclassified_raster_path, stats=\"count\", categorical=True, nodata=raster.nodata)\n",
    "    stats_df = pd.DataFrame(stats).fillna(0)  # Convert to DataFrame and replace NaN with 0\n",
    "    stats_df.columns = [str(col) for col in stats_df.columns]\n",
    "    stats_df.rename(columns={col: int(col) for col in stats_df.columns if col.isdigit()}, inplace=True)\n",
    "    if unit == \"Acres\":\n",
    "        graph_name = f\"LC_{scenario}_acres\"\n",
    "        cell_size_ha = 0.222395\n",
    "    else:\n",
    "        graph_name = f\"LC_{scenario}\"\n",
    "        cell_size_ha= 900 / 10000\n",
    "    # Convert cell counts to hectares\n",
    "\n",
    "    stats_df *= cell_size_ha\n",
    "\n",
    "    # Rename columns based on cover_df mapping\n",
    "    rename_dict = cover_df.set_index('New ID')['New Classes'].to_dict()\n",
    "    stats_df.rename(columns=rename_dict, inplace=True)\n",
    "    \n",
    "    # Merge with polygons\n",
    "    scenario_polygons = scenario_polygons.join(stats_df, rsuffix='_zonal')\n",
    "\n",
    "    # Paths for reading and saving\n",
    "\n",
    "    graph_path = fr'{root_dir}\\Writing\\Figures\\Graphs\\{graph_name}.jpg'\n",
    "\n",
    "    # Load the CSV file\n",
    "    polygons_df = scenario_polygons\n",
    "\n",
    "    # Extract the valid land cover types from cover_df\n",
    "    valid_cover_types = cover_df['New Classes'].tolist()\n",
    "\n",
    "    # Filter the columns in polygons_df based on these valid cover types\n",
    "    filtered_columns = [col for col in polygons_df.columns if col in valid_cover_types]\n",
    "\n",
    "    # Sum the areas for each valid cover type\n",
    "    area_sums = polygons_df[filtered_columns].sum().fillna(0)  # Replace NaN values with 0\n",
    "\n",
    "    # Remove the '_area_ha' suffix from the column names for display purposes\n",
    "    area_sums.index = [idx.replace('_zonal', '') for idx in area_sums.index]\n",
    "\n",
    "    # Sort the area sums in ascending order for better visualization\n",
    "    area_sums = area_sums.sort_values()\n",
    "    \n",
    "    # Ensure the 'order' list includes all cover types present in 'area_sums'\n",
    "    order = ['Water', 'Shrub', 'Wetland', 'Other Crops', 'Barren', 'Fallow', 'Vegetables & Fruits', 'Tree_Crops', 'Developed', 'Hay', 'Alfalfa', 'Forest', 'Pasture', 'Annual Row Crops']\n",
    "    # Reorder the 'area_sums' based on the 'order' list\n",
    "    ordered_area_sums = area_sums.reindex(order).fillna(0)  # Replace NaN values with 0\n",
    "    print(scenario)\n",
    "    display (ordered_area_sums)\n",
    "    ordered_area_sums['Alfalfa_FAL']=ordered_area_sums['Alfalfa'] * fal_proportions.loc[\"Alfalfa\", \"Proportion\"]\n",
    "    ordered_area_sums['Row Crops_FAL']=ordered_area_sums['Annual Row Crops'] * fal_proportions.loc[\"Row Crops\", \"Proportion\"]\n",
    "    ordered_area_sums['Hay_FAL']=ordered_area_sums['Hay'] * fal_proportions.loc[\"Hay\", \"Proportion\"]\n",
    "    ordered_area_sums['Tree Crops_FAL']=ordered_area_sums['Tree_Crops'] * fal_proportions.loc[\"Tree Crops\", \"Proportion\"]\n",
    "    ordered_area_sums['Pasture_FAL']=ordered_area_sums['Pasture'] * fal_proportions.loc[\"Pasture\", \"Proportion\"]\n",
    "    ordered_area_sums['Fallow_FAL']=ordered_area_sums['Fallow'] * fal_proportions.loc[\"Fallow\", \"Proportion\"]\n",
    "    ordered_area_sums['All FAL'] = ordered_area_sums['Alfalfa_FAL'] + ordered_area_sums['Row Crops_FAL']+ ordered_area_sums['Hay_FAL']+ordered_area_sums['Tree Crops_FAL']+ordered_area_sums['Pasture_FAL']+ordered_area_sums['Fallow_FAL']\n",
    "    # Filter out '_FAL' values except for 'All_FAL'\n",
    "    graph_data = ordered_area_sums[~ordered_area_sums.index.str.endswith('_FAL') | (ordered_area_sums.index == 'All FAL')]\n",
    "\n",
    "    # Sort the graph data in ascending order, excluding 'All_FAL'\n",
    "    graph_data_sorted = graph_data.drop(labels='All FAL', errors='ignore').sort_values()\n",
    "    if 'All FAL' in graph_data.index:\n",
    "        graph_data_sorted = pd.concat([graph_data_sorted, graph_data.loc[['All FAL']]])\n",
    "\n",
    "    # Assign colors to the ordered cover types, defaulting to black if not found\n",
    "    colors = [color_mapping.get(idx, '#000000') for idx in graph_data_sorted.index]\n",
    "\n",
    "    # Check if colors array contains invalid or empty entries\n",
    "    if not all(colors):\n",
    "        raise ValueError(f\"Color assignment failed. Some cover types might not have valid colors: {colors}\")\n",
    "\n",
    "    # Plot the bar graph\n",
    "    plt.figure(figsize=(8.5, 5.5))\n",
    "    graph_data_sorted.plot(kind='bar', color=colors, width = .89)\n",
    "\n",
    "    plt.xlabel('Cover Type', fontdict=font_properties)\n",
    "    plt.ylabel(f'Area ({unit})', fontdict=font_properties)\n",
    "    plt.xticks(rotation=30, ha='right', fontproperties=font_properties)\n",
    "\n",
    "    # Adjust y-limit\n",
    "    plt.ylim(0, 32000)\n",
    "\n",
    "    # Add labels to each bar\n",
    "    for i, value in enumerate(graph_data_sorted):\n",
    "        plt.text(i, value + graph_data_sorted.max() * 0.04, f'{value:,.0f}', ha='center', va='bottom', fontproperties=font_properties)\n",
    "\n",
    "    # Save the plot as an image file\n",
    "    plt.savefig(graph_path, dpi=300, format='jpg', bbox_inches='tight')\n",
    "    plt.show()\n",
    "\n",
    "    # Close the plot to avoid overlap in the next iteration\n",
    "    plt.close()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge Selected Graphs into a panel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image, ImageDraw, ImageFont\n",
    "import sys\n",
    "import os\n",
    "\n",
    "site_type = \"SAT\"\n",
    "\n",
    "# Example dictionary with text labels for each image\n",
    "selected = {\n",
    "    f'LC_No_Restrictions_{site_type}': 'No Restrictions',\n",
    "    f'LC_NoMSG1_4_{site_type}': 'No High Quality Ag Land \\n(MSG 1-4)',\n",
    "    f'LC_NoRowCrops_or_MSG14_{site_type}': 'No Row Crops or \\nMSG 1-4'\n",
    "    \n",
    "}\n",
    "\n",
    "\n",
    "base_path = os.path.join(root_dir, \"Writing\", \"Figures\", \"Graphs\")\n",
    "image_paths = [os.path.join(base_path, f\"{key}.jpg\") for key in selected.keys()]\n",
    "\n",
    "def merge_images(image_paths, text_labels, output_path):\n",
    "    if len(image_paths) != 3:\n",
    "        raise ValueError(\"The number of images must be exactly 3 for a vertical panel.\")\n",
    "\n",
    "    # Open all images\n",
    "    images = [Image.open(path) for path in image_paths]\n",
    "\n",
    "    # Determine the max width and height\n",
    "    max_width = max(image.width for image in images)\n",
    "    max_height = max(image.height for image in images)\n",
    "\n",
    "    # Resize images by adding white padding\n",
    "    padded_images = []\n",
    "    for image in images:\n",
    "        new_image = Image.new('RGB', (max_width, max_height), (255, 255, 255))\n",
    "        new_image.paste(image, ((max_width - image.width) // 2, (max_height - image.height) // 2))\n",
    "        padded_images.append(new_image)\n",
    "\n",
    "    # Load font\n",
    "    font_path = os.path.join(root_dir, \"msc\", \"Times New Roman.ttf\")\n",
    "    font_size = 105  # Adjust size as needed\n",
    "    font = ImageFont.truetype(font_path, font_size)\n",
    "\n",
    "    # Add text to each image\n",
    "    for image, text in zip(padded_images, text_labels):\n",
    "        draw = ImageDraw.Draw(image)\n",
    "        text_x = max_width // 5 #- font.getlength(text) // 2\n",
    "        text_y = max_height - 1400  # Position text below image\n",
    "        draw.text((text_x, text_y), text, fill=\"black\", font=font)\n",
    "\n",
    "    # Create the final stacked image\n",
    "    total_width = max_width\n",
    "    total_height = 3 * max_height\n",
    "\n",
    "    merged_image = Image.new('RGB', (total_width, total_height), (255, 255, 255))\n",
    "\n",
    "    # Paste images onto the final canvas\n",
    "    for i, image in enumerate(padded_images):\n",
    "        merged_image.paste(image, (0, i * max_height))\n",
    "\n",
    "    # Save the merged image\n",
    "    merged_image.save(output_path)\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    text_labels = list(selected.values())\n",
    "    output_path = os.path.join(base_path, f\"LC_{site_type}_Vertical_Panel.jpg\")\n",
    "    merge_images(image_paths, text_labels, output_path)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### For Existing Sites\n",
    "This script is a one off of the land cover breakdown loop above. This takes in a single polygon file, typically representing existing solar sites and creates a breakdown."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Water                     1.35\n",
       "Shrub                    51.66\n",
       "Wetland                  64.80\n",
       "Other Crops               0.00\n",
       "Barren                   31.41\n",
       "Fallow                  201.96\n",
       "Vegetables & Fruits      22.77\n",
       "Tree_Crops                0.00\n",
       "Developed               273.69\n",
       "Hay                    1308.06\n",
       "Alfalfa                 495.99\n",
       "Forest                  697.59\n",
       "Pasture                1220.76\n",
       "Annual Row Crops       1601.55\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sk9S9e3cYGBjA0dERt2/fxs6dO7Fo0SKNLnIiIiLKPF6+fIk8efKgX79+StmlS5ego6Oj0VCUL18+iIjSTT5hwgT4+vqiadOmuHLlCqZPn469e/eme/yUKFMkm1euXEGVKlVQpUoVAMDw4cNRpUoVuLq6pvo5tm3bhtKlS6NJkyZo1aoV6tatq7GGpqmpKY4ePYpHjx7B2toaI0aMgKurK5c9IiIiymSio6OxYcMG2NjY4MSJE7hx44ayLTg4GLly5dKYx5EzZ04AwJs3bwAAjRo1wrZt2+Dj4wMbGxssWLAAJUqUSN+DIEWmmCDUsGFDiEiq6z9+/DhZmZmZGbZv3/6vj6tYsSLOnj37peERERFROtLX14etrS3evXuHiRMnokOHDggICICenh5UKhWyZcumUT8+Pl55nNrLly8xYMAAbN68Gc2aNcOJEydQvnz5dD0OSpQpWjaJiIiI1HR0dFCoUCEMHz4cixYtwqNHj3D79m0AQP78+REaGqpRX3156rx58wIANm3ahHPnzmHx4sU4c+YMAKBdu3Ya8zYo/TDZJCIiokyrU6dOAKBclKVSpUqIiIjAhw8flDqBgYHQ09NTJg1NnjwZXbt2BZDYq+np6YnHjx/jxIkT6Rw9AUw2iYiIKBOLioqCpaWlMuayS5cu0NfXV64QCAA3btxAs2bNlLGboaGhMDQ0VLbXqlULlStXRkJCQvoGTwCYbBIREVE6iY2NRVxcnEaZk5MTKleurFzNb/Xq1Th37hyAxCsFTZ48GfPnz1fGY+bNmxeDBg1SZpeHh4fjyJEjmDZtmvKc3bt3x759+5T7ERER0NHRQb169bR5ePQZTDaJiIhI6/788094enri1atXWLhwobImZnBwMF6/fg0PDw8AwKFDh2Bra4s6derA0dERbdu2Rbdu3TSea86cORARDB06FIMGDcK6des01t2cO3cujIyM0L9/fyxYsAAzZszAtm3bkCNHjvQ7YFKo5EumgRPCwsJgamqK0NBQXk2IiIgoDVy+fBn+/v7o1atXuu437FzRdN3f55jUeZzRIXyV1OZEbNkkIiKiDBMdHY39+/ejS5cuGR0KaQmTTSIiIsowXl5ecHFx0ZjQQ9+XTLGoOxEREf2Y2rVrl9EhkJaxZZOIiIiItIbJJhERERFpDZNNIiIiItIaJptEREREpDVMNomIiIhIa5hsEhEREZHWMNkkIiL6zkRFRWHRokWoVavWf9adM2cOChcuDHNzc/Ts2RNv377V2O7l5YWKFSsiZ86caNSoEW7evJnsOcLCwjB58mQuY0Qp4jqbRERE35G4uDh4eHhg9erViIyM/Ne669evx/nz5zF79mxcv34d8+bNw8uXL3H8+HEAwJ07dzBx4kQMGzYM4eHhmDZtGmxtbXH79m3kyZMHQGKiuXPnTqxevRr/+9//Ut5R9C9peYhfz3BjRkfwQ2KySURE9B3R09NDnz59cPfuXezYseNf6z579gx79+4FAHTr1g05cuTAxIkT8fDhQ/z000/w8vLCsWPHYGpqCgCoWrUq6tWrB09PT/Tt2xcAYGJign79+uH48eMIDAzU7sFRlsRudCIiou+QkZHRf9bp16+fxv02bdoAAEJCQgAAnTt3VhJNAKhbty5y5cqlbP/S/dGPickmERHRD8rKykrjflxcHHLkyIHy5cunuF1EEB8fn6qxoERqTDaJiIgIAODt7Q0nJ6fPtlJevHgR5cuXR926ddM5MsrKOGaTiIiIEBkZCU9PTxw5cuSzdebNm4dFixalY1T0PWDLJhEREWHChAlYsGCBxhjNT+3atQu1a9dG9erV0zkyyurYsklERPSD8/DwQKVKlVCzZs0Ut9+5cwd///03WzXpq7Blk4iI6Ad2+vRpPHjwAL/88otSFhwcrPz/1atXmDt3LubOnauUhYWFISoqKj3DpCyMySYREdF3KDY2FnFxcRplTk5OqFy5srIe5pUrV+Dq6opq1arBy8sLR44cwbp16+Dm5gYAePv2Lbp06YKmTZvi+PHj8PLywq5du9CnTx8YGBj85/6IAHajExERfXf+/PNPeHp64tWrV1i4cCG6d++OfPnyITg4GK9fv4aHhwdat26NZs2a4d27dzhz5ozG43fv3o3Y2Fg0bdoU165dw9mzZzW2Ozk5QUcnsb0qISEBW7duxalTpxAWFoY1a9age/fuMDY2TrfjpcxNJSKS0UFkJWFhYTA1NUVoaChMTEwyOhwiIqIvcvnyZfj7+6NXr17pt9NMernKsHNFMySMpEzqPM7oEL5KanMidqMTERH9IKKjo7F//3506dIlo0OhHwiTTSIioh+El5cXXFxcYGhomNGh0A+EYzaJiIh+EO3atcvoEOgHxJZNIiIiItIaJptEREREpDVMNomIiIhIa5hsEhEREZHWMNkkIiIiIq1hsklEREREWsNkk4iIiIi0hutsEhERfScmRzbI6BAAAJONT2d0CJSJZIqWzTNnzqBNmzawsrKCSqXCvn37lG2xsbEYM2YMKlSoAGNjY1hZWaFXr154+fKlxnOEhITAwcEBJiYmyJUrFxwdHREREaFR58aNG6hXrx6MjIxQqFAhuLu7p8fhEREREf2wMkWyGRkZiUqVKmHZsmXJtn348AFXr17FxIkTcfXqVezZswd3795F27ZtNeo5ODjg9u3b8Pb2xsGDB3HmzBn0799f2R4WFoZmzZqhSJEi8PX1xZw5czB58mSsXr1a68dHRERE9KPKFN3oLVu2RMuWLVPcZmpqCm9vb42ypUuXokaNGnj69CkKFy4Mf39/eHl54fLly6hWrRoAYMmSJWjVqhXmzp0LKysrbNu2DTExMVi/fj0MDAxQrlw5+Pn5Yf78+RpJKRERERGlnUzRsvmlQkNDoVKpkCtXLgCAj48PcuXKpSSaAGBrawsdHR1cvHhRqVO/fn0YGBgodZo3b467d+/i3bt3n91XdHQ0wsLCNG5ERERElDpZLtmMiorCmDFj0K1bN5iYmAAAAgMDkS9fPo16enp6MDMzQ2BgoFLHwsJCo476vrpOStzc3GBqaqrcChUqlJaHQ0RERPRdy1LJZmxsLDp37gwRwYoVK9Jlny4uLggNDVVuz549S5f9EhEREX0PMsWYzdRQJ5pPnjzBiRMnlFZNALC0tERwcLBG/bi4OISEhMDS0lKpExQUpFFHfV9dJyWGhoYwNDRMq8MgIiIi+qFkiZZNdaJ57949HDt2DObm5hrbbWxs8P79e/j6+iplJ06cQEJCAmrWrKnUOXPmDGJjY5U63t7eKFWqFHLnzp0+B0JERET0g8kUyWZERAT8/Pzg5+cHAHj06BH8/Pzw9OlTxMbGolOnTrhy5Qq2bduG+Ph4BAYGIjAwEDExMQCAMmXKoEWLFujXrx8uXbqEc+fOwcnJCV27doWVlRUAoHv37jAwMICjoyNu376NnTt3YtGiRRg+fHhGHTYRERHRdy9TdKNfuXIFjRo1Uu6rE8DevXtj8uTJ8PT0BABUrlxZ43EnT55Ew4YNAQDbtm2Dk5MTmjRpAh0dHdjb22Px4sVKXVNTUxw9ehSDBw+GtbU18uTJA1dXVy57RERERKRFmSLZbNiwIUTks9v/bZuamZkZtm/f/q91KlasiLNnz35xfERERET0dTJFNzoRERERfZ+YbBIRERGR1jDZJCIiIiKtYbJJRERERFrDZJOIiIiItIbJJhERERFpDZNNIiIiItIaJptEREREpDVMNomIiIhIa5hsEhEREZHWMNkkIiIiIq1hsklEREREWsNkk4iIiIi0hskmEREREWkNk00iIiIi0homm0RERESkNUw2iYiIiDKZqKgoLFq0CLVq1frPuu/evUOPHj3g7OyMrl27IiAgIFmdoKAgODs7Y8CAAcm2ubm5QaVSJbuNGDEiTY5FL02ehYiIiIjSRFxcHDw8PLB69WpERkb+a10RQZs2bdCrVy/0798fV69eRdOmTXHr1i3kzJkTAPDq1Svs2bMHq1evRufOnZM9x5EjR+Dm5gZLS0ulbMaMGWjdunWaHA+TTSIiIqJMRE9PD3369MHdu3exY8eOf627e/duXLp0Cd7e3gCAqlWrIlu2bFi4cCEmTpwIAMifPz8GDx6MLVu2JHv83bt3sXLlSpQtW1Ypi4iIwPjx41G/fv00OR52oxMRERFlQkZGRv9ZZ/fu3ShdujSyZcumlFlbW2Pnzp2per5SpUppJJoA4OXlhaZNm0JXV/crok6OySYRERFRFnXp0iWYm5trlOXLlw/+/v6Ijo7+qufcv38/OnTokBbhAWCySURERJRlBQcHw8zMTKMsZ86cSEhIQEhIyBc/X1xcHE6dOoVmzZqlVYhMNomIiIiyKpVKpdGFDgDx8fEAAH19/S9+vrNnz6J69erJnvNbMNkkIiIiyqLy58+P0NBQjbKIiAjo6uoma/FMjf3796N9+/ZpFF0iJptEREREWVSlSpUQHBysURYYGAhra2vo6Hx5mnf48OE0W/JIjckmERERURbVo0cPXL9+XWMy0I0bN9CpU6cvfq4bN26gUKFCX9Ui+m+YbBIRERFlQrGxsYiLi9Moc3JyQuXKlREYGAgAaNOmDcqXL49Dhw4BSJydHh0djUGDBqXq+T6V1rPQ1ZhsEhEREWUyf/75Jzw9PfHq1SssXLhQ6SoPDg7G69ev4eHhAQDQ1dWFp6cn/vjjD4wePRpLlizB8ePHYWxsrDxXeHg41qxZgxs3buDUqVPYvHkzRCTZPj09PdN8vCYAqCSlvdFnhYWFwdTUFKGhoTAxMcnocIiIiBSTIxtkdAgAgMnGpzULon/JkDiSMdyocTfsXNEMCSMpkzqPv6j+5cuX4e/vj169emknoFRKbU7Elk0iIiKiLCI6Ohr79+9Hly5dMjqUVGOySURERJRFeHl5wcXFBYaGhhkdSqrpZXQARERERJQ67dq1y+gQvhhbNomIiIhIa5hsEhEREZHWMNkkIiIiIq1hsklEREREWsNkk4iIiIi0hskmEREREWkNlz4iIiIiykRUKlVGh5Di5Sy/VqZo2Txz5gzatGkDKysrqFQq7Nu3T2O7iMDV1RX58+dHtmzZYGtri3v37mnUCQkJgYODA0xMTJArVy44OjoiIiJCo86NGzdQr149GBkZoVChQnB3d9f2oRERERH90DJFshkZGYlKlSph2bJlKW53d3fH4sWLsXLlSly8eBHGxsZo3rw5oqKilDoODg64ffs2vL29cfDgQZw5cwb9+/dXtoeFhaFZs2YoUqQIfH19MWfOHEyePBmrV6/W+vERERER/agyRTd6y5Yt0bJlyxS3iQgWLlyICRMmKKvmb968GRYWFti3bx+6du0Kf39/eHl54fLly6hWrRoAYMmSJWjVqhXmzp0LKysrbNu2DTExMVi/fj0MDAxQrlw5+Pn5Yf78+RpJKRERERGlnUzRsvlvHj16hMDAQNja2iplpqamqFmzJnx8fAAAPj4+yJUrl5JoAoCtrS10dHRw8eJFpU79+vVhYGCg1GnevDnu3r2Ld+/efXb/0dHRCAsL07gRERERUepk+mQzMDAQAGBhYaFRbmFhoWwLDAxEvnz5NLbr6enBzMxMo05Kz/HpPlLi5uYGU1NT5VaoUKFvOyAiIiKiH0imTzYzmouLC0JDQ5Xbs2fPMjokIiIioiwj0yeblpaWAICgoCCN8qCgIGWbpaUlgoODNbbHxcUhJCREo05Kz/HpPlJiaGgIExMTjRsRERERpU6mTzaLFSsGS0tLHD9+XCkLCwvDxYsXYWNjAwCwsbHB+/fv4evrq9Q5ceIEEhISULNmTaXOmTNnEBsbq9Tx9vZGqVKlkDt37nQ6GiIiIqIfS6ZINiMiIuDn5wc/Pz8AiZOC/Pz88PTpU6hUKjg7O2P69Onw9PTEzZs30atXL1hZWaF9+/YAgDJlyqBFixbo168fLl26hHPnzsHJyQldu3aFlZUVAKB79+4wMDCAo6Mjbt++jZ07d2LRokUYPnx4Bh01ERER0fcvUyx9dOXKFTRq1Ei5r04Ae/fujY0bN2L06NGIjIxE//798f79e9StWxdeXl4wMjJSHrNt2zY4OTmhSZMm0NHRgb29PRYvXqxsNzU1xdGjRzF48GBYW1sjT548cHV15bJHRERERFqkkq+4HlFkZCQ2b96Mw4cPw8/PD8HBwdDV1UXBggVRs2ZNdO3aFXZ2dtqIN8OFhYXB1NQUoaGhHL9JRESZyuTIBhkdAgBgsvFpzYLoXzIkjmQMN2rcDTtXNEPCSMqkzmON+1nlcpWpzYm+uGVz5cqVcHV1hYWFBUqVKgV7e3sYGxtDpVIhPDwcjx8/hpOTE8aPH481a9agevXqX7oLIiIiIvpOfFGyOWjQIJibm+P27dvImzfvv9b9559/sHjxYjx9+hT29vbfFCQRERERZU2pniC0Zs0aDBgwANOmTfvPRBMAypYti5UrVwIAbty48fUREhEREVGWlepks379+qhYseJ/1nv8+LHGfXU3OxERERH9eFKdbJYqVSpV9QIDAzF27FiNsuLFi39ZVERERET0XfjqdTZ37doFS0tL6OnpQVdXV7nVqVNH6T4nIiIioh/bV6+zOWPGDDg6OsLS0hIXL15E06ZNISLYvXs3Jk6cmJYxEhEREVEW9dXJpq2tLWbMmAEgseu8d+/eABInBm3fvl25TCQRERER/bi+uhs9ODgYDx48QEJCAurVq4elS5cCAIKCgrBly5Y0C5CIiIiIsq6vTjZbtWqFUqVKoV+/fmjRogVOnz4NCwsLdOjQAWXLlk3LGImIiIgoi/rqbvSuXbuiVq1ayuWJPDw8sHHjRkRHR8PBwSHNAiQiIiKirCvVyebNmzdRoUIFjbKiRYv+3xPp6eHXX39V6ubKlStNAiQiIiKirCvV3ejLly9HXFzcf9aLjY3FihUrvikoIiIiIvo+pDrZXLVqFQwNDTXW1EzpZmRkhFWrVmkzZiIiIiLKIlLdjZ4/f35069YN2bJlU8pEBAcPHkSbNm2UsqioKPz5559pGyURERERZUmpTjanTp0KR0fHZOUvXrzAtGnTNMqqVKny7ZERERERUZaX6m707t27p1iuUqmSlXXo0OHrIyIiIiKi70aqk81Pu8/Tsi4RERERfb9SnWwePHgw1U966NChrwqGiIiIiL4vqR6zOWvWLKhUqmStlq9evcLJkychIgASlz5avHgx7Ozs0jZSIiIiIspyUp1snj9/Hm3btlWSyk/99ddfABLHb4pIiuM4iYiIiOjHk+pks2HDhhgzZgyMjIz+tV5kZCQWLVr0zYERERERUdaX6mRz9OjRaN68earq6uvrf3VARERERPT9SPUEITMzs1Q/adOmTTXu+/n5pfqxRERERPT9SHWy+eDBA5w/f/6LnlxEMGfOHOTLl++LAyMiIiKirC/VyWa3bt1w/PhxDBo0CFevXv3Xuh8/fsT+/fthZ2eHxo0bw8rK6psDJSIiIqKsJ9VjNgFg4sSJOHToELp06YI3b96gdOnSsLS0hLGxMWJiYhAaGoonT57g8ePHaN++PdavXw9LS0ttxU5EREREmdwXJZsAYGdnh5YtW+LQoUM4dOgQbty4gbdv3yJbtmwoUKAAfvnlF3Ts2BH/+9//tBEvEREREWUhX5xsAoCOjg7atGmDNm3apHU8RERERPQdSfWYTSIiIiKiL8Vkk4iIiIi0hskmEREREWlNmiebN2/eREJCQlo/LRERERFlQd+UbEZGRuL58+d4+vSpxq1Pnz5pFR8RERERZWFfNRsdAJYuXQpnZ2eISLJtX3JpSyIiIiL6fn11srl+/XqsWLECFhYWOHr0KH7++WeICDZu3AgXF5e0jJGIiIiIsqivTjZbtGiBfv36AQAuXryI+vXrQ6VSwdzcHNOnT8eWLVvSLEgiIiIiypq+eszm48ePcfz4cbx79w5t2rTB2LFj8fHjR5w7dw4HDhxIyxiJiIiIKIv66mSzb9++aNeuHUaOHIlatWohKioKxsbGGDx4MBo0aJCWMRIRERFRFvXVyaatrS3evHmD1atXAwAWLVoEb29veHp64s8//0yzAAEgPj4eEydORLFixZAtWzYUL14c06ZN05icJCJwdXVF/vz5kS1bNtja2uLevXsazxMSEgIHBweYmJggV65ccHR0RERERJrGSkRERET/55uWPvL19cXOnTsBAG/fvkVISAiaNm0KPb2vHgqaotmzZ2PFihVYunQp/P39MXv2bLi7u2PJkiVKHXd3dyxevBgrV67ExYsXYWxsjObNmyMqKkqp4+DggNu3b8Pb2xsHDx7EmTNn0L9//zSNlYiIiIj+z1cnmxs3bkT9+vWxceNGAIC5uTmqV6+Odu3a4fHjx2kUXqLz58+jXbt2sLOzQ9GiRdGpUyc0a9YMly5dApDYqrlw4UJMmDAB7dq1Q8WKFbF582a8fPkS+/btAwD4+/vDy8sLa9euRc2aNVG3bl0sWbIEO3bswMuXLz+77+joaISFhWnciIiIiCh1vjrZnDt3LjZv3gwbGxulrGjRomjWrBkcHR3TJDi12rVr4/jx4wgICAAAXL9+HX///TdatmwJAHj06BECAwNha2urPMbU1BQ1a9aEj48PAMDHxwe5cuVCtWrVlDq2trbQ0dHBxYsXP7tvNzc3mJqaKrdChQql6bERERERfc++OtksX748HBwckD17do3yiIiIf03evsbYsWPRtWtXlC5dGvr6+qhSpQqcnZ3h4OAAAAgMDAQAWFhYaDzOwsJC2RYYGIh8+fJpbNfT04OZmZlSJyUuLi4IDQ1Vbs+ePUvLQyMiIiL6rn314MoCBQoAAFQqlVJ248YNLFy4EKVLl/72yD7xxx9/YNu2bdi+fTvKlSsHPz8/ODs7w8rKCr17907TfSVlaGgIQ0NDre6DiIiI6Hv11clmr1690K9fP4SEhMDd3R2+vr7Ys2cPjIyMsGjRorSMEaNGjVJaNwGgQoUKePLkCdzc3NC7d29YWloCAIKCgpA/f37lcUFBQahcuTIAwNLSEsHBwRrPGxcXh5CQEOXxREREaeno0aPw8vJCyZIl0aBBA5QtWxZHjx7F2rVrYWZmhsePH2PZsmUoXry48ph79+5hzpw5KFy4MMLCwpAzZ06MHz8eOjrfNKeXKMN8dbJZqVIluLu7Y9myZfD19UV0dDRGjx4NJycnjYQvLXz48CHZm0xXVxcJCQkAgGLFisHS0hLHjx9XksuwsDBcvHgRAwcOBADY2Njg/fv38PX1hbW1NQDgxIkTSEhIQM2aNdM0XiIi+rGJCEaOHInw8HAsX75cWaXl9u3b6NevH27duoWcOXNi/fr1aNq0Ka5fv46cOXMiNjYW7dq1g7e3t9KD+Ntvv2HRokUYNmxYRh4S0Vf76mTT3d0dxYsXx4QJE9IynhS1adMGM2bMQOHChVGuXDlcu3YN8+fPR9++fQEkduU7Oztj+vTpKFmyJIoVK4aJEyfCysoK7du3BwCUKVNGucTmypUrERsbCycnJ3Tt2hVWVlZaPwYiIvpxTJgwAX5+fjh69Ch0dXWVcjc3N9ja2iJnzpwAgJ49e2LUqFFYsWIFRo8ejVu3buHZs2caPW5VqlTBoUOHmGxSlvXVbfKzZ8+Gn59fits+XWw9LSxZsgSdOnXCoEGDUKZMGYwcORK//fYbpk2bptQZPXo0hgwZgv79+6N69eqIiIiAl5cXjIyMlDrbtm1D6dKl0aRJE7Rq1Qp169ZVFqUnIiJKCxcvXsScOXOwYcMGjUQTAE6dOgVzc3Plvr6+PqpVq4ZDhw4BSFxGMCIiQmMd6XPnzqFhw4bpEjuRNnx1y+aKFSvw4cOHFLctWrQIzs7OX/vUyeTMmRMLFy7EwoULP1tHpVJh6tSpmDp16mfrmJmZYfv27WkWFxERUVLTpk1DjRo1sHHjRpw5cwYfP37EtGnT0LhxY7x79y7Z/IG8efMqy/QVLlwYffr0wfDhwxEdHY08efJAX1+frZqUpX11srlx40bcu3cPS5YsgampqVIeHR0NX1/fNE02iYiIsoLIyEh4e3ujXbt2+P333+Hi4gIHBwe0atUK/v7+KF68OP7++2+IiLKay4cPH5A7d27lOVauXInw8HCMHTsWNWvWxLlz5zg5iLK0rz578+fPj9y5c6N8+fIoUqSIcitRogTy5s2bljESERFlCQ8fPkRMTAy6dOkCU1NT6OvrY8aMGYiOjsaSJUvg5OSEBw8eYMWKFQCAq1ev4vLlyyhRooTyHB8+fIC+vj769u2LixcvokOHDoiLi8uoQyL6Zl/dsjl48GBkz549xTU1vby8vikoIiKirCgiIgIAkCNHDqWsZMmSKFSoEAICAjB//nx8+PABq1evxpEjR9C8eXO8evUKnTt3BpA456Fjx44YPnw4WrdujZIlS8LFxQVTpkzRmKdAlJV8dctm1apVP7t4e3h4+FcHRERElFUVLFgQABASEqJRbmFhATMzMwCAs7Mz/Pz8cODAAcTGxqJ48eJo06YNAODMmTO4cuUKWrVqBSDxCnoDBw7E2rVr0/EoiNJWmg8COXLkCEaNGpXWT0tERJTpFSpUCBUrVlQm/KiFhISgSZMmGmWvXr3C7NmzsXXrVujr6wMAQkNDoa+vrzFGc+DAgcq60kRZUZokm69fv8acOXNQunRp2NnZ8frhRET0w5o9ezY8PDzw5s0bAMCVK1eQLVs2dO/eXakTHBwMBwcHbNmyBdWrV1fKGzVqBENDQ5w9e1Yp++eff9CrV6/0OwCiNPbVYzaBxLGZa9aswcGDBxEXF4f69eujX79+OHLkSFrFR0RElKW0aNECy5Ytw2+//YbKlSvj6dOn8PLygr6+Po4fP4779+/j2bNnWLduHYoVK6bx2Jw5c+LIkSOYOHEijh49ity5cyM6OhozZszIoKMh+nYq+cIV2NVvkA0bNuD58+coWrQocufOjb1796JQoUIAEn+FlS1bVisBZ7SwsDCYmpoiNDQUJiYmGR0OERGRYnJkg4wOAQAw2fi0ZkH0LxkSRzKGGzXuhp0rmiFhJGVS57HGffWyWBkpNelhanOiVHej79q1Cy1atMBPP/2EGTNmoGrVqjh8+DAePHiAChUqKIkmgO820SQiIiKiL5PqbnQRQWxsLHLmzIkdO3agWbNmyrbMkIETERERUeaT6pbNzp074/jx47h48SKOHTuGn3/+Gbt27UJ8fLw24yMiIiKiLOyLZ6OXLFkS7u7u2L59O+Lj49GzZ0/4+fnh0aNHSp2kSz4QERER0Y/pq2ej6+vro2vXrujatSsCAgKwfPlyPHjwAHXr1sW+fftw5syZtIyTiIiIiLKgNFln83//+x/mzJkDDw8PGBsbw9/fPy2eloiIiIiyuG9aZzMpQ0ND/Pbbb8iVK1daPi0RERERZVFpfrlKAOjSpYs2npaIiIiIshitJJtERERERACTTSIiIiLSojQds0lERPSjaL2xYkaHgIO/3MjoEIj+E1s2iYiIiEhrmGwSERERkdYw2SQiIiIirWGySURERERaw2STiIiIiLSGySYRERERaQ2TTSIiIiLSGiabRERERKQ1TDaJiIiISGuYbBIRERGR1jDZJCIiIiKtYbJJRERERFrDZJOIiIiItIbJJhERERFpDZNNIiIiItIaJptEREREpDVMNomIiIhIa5hsEhEREZHWMNkkIiIiIq1hsklEREREWpNlks0XL16gR48eMDc3R7Zs2VChQgVcuXJF2S4icHV1Rf78+ZEtWzbY2tri3r17Gs8REhICBwcHmJiYIFeuXHB0dERERER6HwoRERHRDyNLJJvv3r1DnTp1oK+vjyNHjuCff/7BvHnzkDt3bqWOu7s7Fi9ejJUrV+LixYswNjZG8+bNERUVpdRxcHDA7du34e3tjYMHD+LMmTPo379/RhwSERER0Q9BL6MDSI3Zs2ejUKFC2LBhg1JWrFgx5f8igoULF2LChAlo164dAGDz5s2wsLDAvn370LVrV/j7+8PLywuXL19GtWrVAABLlixBq1atMHfuXFhZWaW47+joaERHRyv3w8LCtHGIRERERN+lLNGy6enpiWrVquHnn39Gvnz5UKVKFaxZs0bZ/ujRIwQGBsLW1lYpMzU1Rc2aNeHj4wMA8PHxQa5cuZREEwBsbW2ho6ODixcvfnbfbm5uMDU1VW6FChXSwhESERERfZ+yRLL58OFDrFixAiVLlsRff/2FgQMHYujQodi0aRMAIDAwEABgYWGh8TgLCwtlW2BgIPLly6exXU9PD2ZmZkqdlLi4uCA0NFS5PXv2LC0PjYiIiOi7liW60RMSElCtWjXMnDkTAFClShXcunULK1euRO/evbW6b0NDQxgaGmp1H0RERETfqyzRspk/f36ULVtWo6xMmTJ4+vQpAMDS0hIAEBQUpFEnKChI2WZpaYng4GCN7XFxcQgJCVHqEBFR1hMSEoJ8+fLh1KlTStnRo0fRuXNnDBgwAC1atMCDBw9SfOyHDx/g7u6OSZMmYcuWLfjw4UM6RU3048gSyWadOnVw9+5djbKAgAAUKVIEQOJkIUtLSxw/flzZHhYWhosXL8LGxgYAYGNjg/fv38PX11epc+LECSQkJKBmzZrpcBRERKQNo0ePxuvXr5X7t2/fRr9+/bBu3TqsXLkSnTt3RtOmTREeHq7xuGfPnqFx48aoVKkSpkyZgp49eyJ79uzpHT7Rdy9LJJvDhg3DhQsXMHPmTNy/fx/bt2/H6tWrMXjwYACASqWCs7Mzpk+fDk9PT9y8eRO9evWClZUV2rdvDyCxJbRFixbo168fLl26hHPnzsHJyQldu3b97Ex0IiLK3M6ePYuEhASNMjc3N9ja2iJnzpwAgJ49eyI0NBQrVqxQ6oSGhqJ58+YYMGAAmjdvnq4xE/1oskSyWb16dezduxceHh4oX748pk2bhoULF8LBwUGpM3r0aAwZMgT9+/dH9erVERERAS8vLxgZGSl1tm3bhtKlS6NJkyZo1aoV6tati9WrV2fEIRER0TeKiYnB/PnzMWbMGI3yU6dOwdzcXLmvr6+PatWq4dChQ0rZ2LFjUahQIfzyyy/pFS7RDytLTBACgNatW6N169af3a5SqTB16lRMnTr1s3XMzMywfft2bYRHRETpbPbs2XB2dk42ifPdu3fJxujnzZtXWQovMDAQa9euxciRIzFgwAD4+PigYsWKWLhwoUaSSkRpI0u0bBIREX3q3r17CAwMRIMGDZJtK168OP7++2+IiFL24cMH5apzBw4cQFxcHCpVqoSVK1fizz//hJeXF7p3755u8RP9SJhsEhFRluPq6opp06aluM3JyQkPHjxQxmhevXoVly9fRokSJQAAd+7cQY4cOdC1a1cAQIkSJdC/f38cPXoUN27cSJ8DIPqBMNkkIqIsZdOmTbCzs4OZmVmK2/v3748FCxZg9erVaNOmDc6fP49Xr16hc+fOAICIiAjkyJFD4zFNmjQBkLjSCRGlLSabRESUpWzcuBE9e/aESqWCSqVCsWLFAACNGjVCw4YNAQDOzs7w8/PDgQMHEBsbi+LFi6NNmzYAgIIFC+L9+/cas9jVV6D7XAJLRF+PySYREWUpa9aswbVr15Sbepb5mjVrsHbtWo26r169wuzZs7F161bo6+sDAOzs7BAVFQU/Pz+lXkhICExNTVGtWrV0Ow6iH0WWmY1OREQEQBl7qZYrVy6l/NNtwcHBcHBwwJYtW1C9enWlvGrVqujWrRsWLVqETZs2AQB27tyJMWPGwMTERPsHQPSDYbJJRETflePHj+P+/ft49uwZ1q1bp3Szf2rt2rUYMWIEhg4dCmNjY1haWmLs2LEZEC3R94/JJhERZWlFixbVWOaoSZMmyoSfz8mePbvGFYWISHs4ZpOIiIiItIbJJhERERFpDZNNIiIiItIaJptEREREpDVMNomIiIhIa5hsEhEREZHWMNkkIiIiIq1hsklEREREWsNkk4iIiIi0hskmEREREWkNL1dJRESZ2tKAWxkdApz+Vz6jQyDKstiySURERERaw2STiIiIiLSGySYRERERaQ2TTSIiIiLSGiabRERERKQ1TDaJiIiISGuYbBIRERGR1jDZJCIiIiKtYbJJRERERFrDZJOIiIiItIbJJhERERFpDZNNIiIiItIaJptEREREpDVMNomIiIhIa5hsEhEREZHWMNkkIiIiIq1hsklEREREWsNkk4iIiIi0hskmEREREWlNlkw2Z82aBZVKBWdnZ6UsKioKgwcPhrm5OXLkyAF7e3sEBQVpPO7p06ews7ND9uzZkS9fPowaNQpxcXHpHD0RERHRjyPLJZuXL1/GqlWrULFiRY3yYcOG4cCBA9i1axdOnz6Nly9fomPHjsr2+Ph42NnZISYmBufPn8emTZuwceNGuLq6pvchEBEREf0wslSyGRERAQcHB6xZswa5c+dWykNDQ7Fu3TrMnz8fjRs3hrW1NTZs2IDz58/jwoULAICjR4/in3/+wdatW1G5cmW0bNkS06ZNw7JlyxATE5NRh0RERET0XctSyebgwYNhZ2cHW1tbjXJfX1/ExsZqlJcuXRqFCxeGj48PAMDHxwcVKlSAhYWFUqd58+YICwvD7du3P7vP6OhohIWFadyIiIiIKHX0MjqA1NqxYweuXr2Ky5cvJ9sWGBgIAwMD5MqVS6PcwsICgYGBSp1PE031dvW2z3Fzc8OUKVO+MXoiIiKiH1OWaNl89uwZfv/9d2zbtg1GRkbpum8XFxeEhoYqt2fPnqXr/omIiIiysiyRbPr6+iI4OBhVq1aFnp4e9PT0cPr0aSxevBh6enqwsLBATEwM3r9/r/G4oKAgWFpaAgAsLS2TzU5X31fXSYmhoSFMTEw0bkRERESUOlki2WzSpAlu3rwJPz8/5VatWjU4ODgo/9fX18fx48eVx9y9exdPnz6FjY0NAMDGxgY3b95EcHCwUsfb2xsmJiYoW7Zsuh8TERER0Y8gS4zZzJkzJ8qXL69RZmxsDHNzc6Xc0dERw4cPh5mZGUxMTDBkyBDY2NigVq1aAIBmzZqhbNmy6NmzJ9zd3REYGIgJEyZg8ODBMDQ0TPdjIiIiIvoRZIlkMzUWLFgAHR0d2NvbIzo6Gs2bN8fy5cuV7bq6ujh48CAGDhwIGxsbGBsbo3fv3pg6dWoGRk1ERET0fcuyyeapU6c07hsZGWHZsmVYtmzZZx9TpEgRHD58WMuREREREZFalhizSURERERZE5NNIiL6V4GBgbC3t4epqSlKlCiBFStWKNt8fHygUqmS3aytrVN8rq1bt6Jo0aLpFDkRZQZZthudiIjSR9++fVGjRg107NgRGzZswKBBg5AjRw707NkTW7duxYgRI1CmTBno6uoCAP78809UrVo12fOEhIRgxIgRyJYtW3ofAhFlICabRET0Wbdv30bfvn3RqVMnAECXLl1Qvnx5rFmzBg4ODmjWrBnatWun8Zg1a9agQ4cOyZ5r4sSJaNy4sXIZYSL6MbAbnYiIPsvMzAz29vbKfT09PbRs2RIhISHQ0dFJlmgGBwcjMDAQlStX1ig/c+YMLCwsUKpUqfQIm4gyESabRET0Wfnz54dKpdIoi4uLU9YwTurAgQNo27atRllMTAwWLlyIsWPHai1OIsq8mGwSEdEXOXnyJIYPH57itv3796N9+/YaZe7u7nB2doaBgUE6REdEmQ2TTSIiSrW9e/fC1tY2xcv8fvjwAX5+fqhbt65SFhAQgMDAQNSvXz89wySiTIQThIiIKFXevXuHrVu3wsPDI8XtR48eha2trTIrHQBcXV01ruZGRD8etmwSEdF/io+Px+jRo7F48eLPdofv379fYxb6kydPsHPnTpibmyvrb06ZMgVPnjyBSqXCxo0b0yl6IspIbNkkIqL/5OLigkGDBqFAgQJKWXBwMPLlywcgMRk9deqUxoLv+fPnx7Vr1zSeZ+XKlfD09MThw4dRuHDh9AmeiDIUk00iIvpX48ePR0JCAoKCguDl5YW4uDicOXMGDRs2RKtWrQAA58+fh7W1NYyMjJTHGRgYJFsCydLSMsVyIvp+MdkkIqLPmjt3LmbOnAkAmDdvnlKeO3duzJgxQ7mf0ix0IiKAYzaJiOhfjBw5EiKS7BYSEgJ9fX2l3ty5c9GjR4//fL7Jkyfj8ePHWoyYiDIbJptEREREpDVMNomIiIhIa5hsEhEREZHWMNkkIiIiIq1hsklEREREWsNkk4gokwgMDIS9vT1MTU1RokQJjQXSgcQr8nTp0gXDhg1Djx49EBgYqLHdy8sLFStWRM6cOdGoUSPcvHkzPcMnIkoRk00iokyib9++qFChApYvX46iRYti0KBB2LJlCwDgw4cPaNKkCRwdHbFgwQJ07NgRbdq0QXx8PADgzp07mDhxIoYNG4YZM2bg1q1bsLW1xZs3bzLykIiImGwSEWUGt2/fRt++fTF58mQ4ODjAy8sLpUqVwpo1awAAy5YtQ1RUFJo1awYAaNeuHfz9/bF9+3YAia2ax44dQ58+fTB06FDs3bsXwcHB8PT0zLBjIiICmGwSEWUKZmZmsLe3V+7r6emhZcuWCAkJAQDs3r0bVatWVbbr6uqiUqVK2LlzJwCgc+fOMDU1VbbXrVsXuXLlUh5PRJRRmGwSEWUC+fPnh0ql0iiLi4tDrVq1EB8fD19fX5ibm2tsz5cvH65duwYAsLKy0tgmIoiPj0etWrW0GzgR0X/gtdGJiDKpkydP4o8//kBISAji4+NhZmamsT1nzpyfHZN58eJFlC9fHnXr1k31/vbs2fNN8aaVjh07ZnQIRJSG2LJJRJQJ7d27F7a2tihbtqzS4pktWzaNOvHx8RrXJ//UvHnzsGjRIq3HSUT0X9iySUSUybx79w5bt26Fh4cHAMDc3BwGBgYIDQ3VqBcREYG8efMme/yuXbtQu3ZtVK9ePV3iJSL6N0w2iYgykfj4eIwePRqLFy+GgYEBAEClUqFChQoIDg7WqBsYGIgaNWpolN25cwd///03WzWJKNNgNzoRUSbi4uKCQYMGoUCBAkpZcHAwevTogQsXLihlcXFx8Pf3R6dOnZSyV69eYe7cuZg7d65SFhYWhqioqPQJnogoBUw2iYgyifHjxyMhIQFBQUHw8vLCwYMHMXr0aFy5cgWOjo4QEVy9ehVA4mSesmXLKsslvX37Fl26dEHTpk1x/PhxeHl5YdeuXejTp4/SQkpElBHYjU5ElAnMnTsXM2fOBJA4uUctd+7cmDFjBvT19fHXX3/B1dUVRYsWxdu3b3Ho0CHo6OggNjYWTZs2xbVr13D27FmN53VycoKODtsViCjjMNkkIsoERo4ciZEjR/5rnTJlymDXrl3JyvX19ZUWTyKizIY/d4mIiIhIa5hsEhEREZHWMNkkIiIiIq1hsklEREREWsNkk4iIiIi0hskmEREREWkNk00iIiIi0posk2y6ubmhevXqyJkzJ/Lly4f27dvj7t27GnWioqIwePBgmJubI0eOHLC3t0dQUJBGnadPn8LOzg7Zs2dHvnz5MGrUKMTFxaXnoRARERH9MLJMsnn69GkMHjwYFy5cgLe3N2JjY9GsWTNERkYqdYYNG4YDBw5g165dOH36NF6+fImOHTsq2+Pj42FnZ4eYmBicP38emzZtwsaNG+Hq6poRh0RERET03csyVxDy8vLSuL9x40bky5cPvr6+qF+/PkJDQ7Fu3Tps374djRs3BgBs2LABZcqUwYULF1CrVi0cPXoU//zzD44dOwYLCwtUrlwZ06ZNw5gxYzB58mReP5iIiIgojWWZZDOp0NBQAICZmRkAwNfXF7GxsbC1tVXqlC5dGoULF4aPjw9q1aoFHx8fVKhQARYWFkqd5s2bY+DAgbh9+zaqVKmSbD/R0dGIjo5W7oeFhWnrkIjoB7Gwfcf/rpQOnPftyegQiOgHkGW60T+VkJAAZ2dn1KlTB+XLlwcABAYGwsDAALly5dKoa2FhgcDAQKXOp4mmert6W0rc3Nxgamqq3AoVKpTGR0NERET0/cqSyebgwYNx69Yt7NixQ+v7cnFxQWhoqHJ79uyZ1vdJRERE9L3Ict3oTk5OOHjwIM6cOYOCBQsq5ZaWloiJicH79+81WjeDgoJgaWmp1Ll06ZLG86lnq6vrJGVoaAhDQ8M0PgoiIiKiH0OWadkUETg5OWHv3r04ceIEihUrprHd2toa+vr6OH78uFJ29+5dPH36FDY2NgAAGxsb3Lx5E8HBwUodb29vmJiYoGzZsulzIEREREQ/kCzTsjl48GBs374d+/fvR86cOZUxlqampsiWLRtMTU3h6OiI4cOHw8zMDCYmJhgyZAhsbGxQq1YtAECzZs1QtmxZ9OzZE+7u7ggMDMSECRMwePBgtl4SERERaUGWSTZXrFgBAGjYsKFG+YYNG/DLL78AABYsWAAdHR3Y29sjOjoazZs3x/Lly5W6urq6OHjwIAYOHAgbGxsYGxujd+/emDp1anodBhEREdEPJcskmyLyn3WMjIywbNkyLFu27LN1ihQpgsOHD6dlaERERET0GVlmzCYRERERZT1MNomIiIhIa5hsEhEREZHWMNkkIkri6NGjGD58OFasWIF//vlHKR82bBhUKpVyS48LSxARZXVZZoIQEZG2iQhGjhyJ8PBwLF++HHp6//cR+e7dOzx48AALFiwAAOjo6KBTp04ZFSoRUZbBZJOI6P+bMGEC/Pz8cPToUejq6mpsW758OaZPn46KFStmUHRERFkTu9GJiABcvHgRc+bMwYYNG5IlmlFRUVi8eDG6deuGyZMnIywsLIOiJCLKephsElG6i46ORv78+ZWxj+bm5vjw4QNiY2MxevRoWFpawtLSEr///js+fPiQLjFNmzYNNWrUwMaNG2Fra4s6dergxIkTAIB//vkHDRs2RGxsLKZMmYKKFSvi3r176RIXEVFWx250Ikp3mzZtwi+//AILCwsAQKlSpZA9e3ZMmjQJb9++xcKFC3Hq1CksXrwYERERWLdunVbjiYyMhLe3N9q1a4fff/8dLi4ucHBwQKtWreDv74+qVati586dAIB9+/bhl19+wc8//4xr165BpVJpNTYioqyOySYRpauEhAScPHkSHh4eGuUiAl1dXSWx7Nq1K+Li4rBp0yYsX74choaGWovp4cOHiImJQZcuXWBqagoAmDFjBnbt2oUlS5Zg/vz5St327dvjjz/+QPPmzeHj44PatWtrLS4iou8Bu9GJKF3t3bsX+/fvR9OmTbFnzx6lPDY2FoMHD9ao26ZNG8TFxSE8PFyrMUVERAAAcuTIoZSVLFkShQoVQkBAQLL6zZo1g7W1NR4/fqzVuIiIvgdMNokoXT1//hwNGzbEpUuXYG9vj549eyIhIQEGBgYwNzfXqBsXF4cSJUogT548Wo2pYMGCAICQkBCNcgsLC5iZmaX4mJ9++kl5HBERfR6TTaLvVGhoKLp16wZTU1MUL14cmzdvTlbH09MTlStXTtcWut9//x2HDx/Gy5cvMWjQIGzduhULFy5Msa63tzdGjhyp9ZgKFSqEihUrwsfHR6M8JCQETZo0SVY/Pj4eHz9+ZBc6EVEqMNkk+k5NnjwZPXr0gLe3NwoXLow+ffrA399f2X7o0CFs2LAB169fz5D4jI2NsWzZMnTr1g0rV65Mtv3Fixfw9/eHo6NjusQze/ZseHh44M2bNwCAK1euIFu2bOjevTumTJmCadOmISoqCjExMRg/fjxcXFw0Fn0nIqKUMdkk+kaBgYGwt7eHqakpSpQogRUrVmhsnzJlCiwsLGBhYYGRI0ciLi5O6zGFh4dj0KBBsLOzQ40aNbBhwwYkJCTg9u3bSh07Ozv89ttvWo/lv4wbNy7FltWxY8di48aN6ZbQtWjRAsuWLcNvv/2GadOmYdWqVfDy8oK+vj5y586N+fPn46effkLPnj3Ru3dvtmoSEaUSf5YTfaO+ffuiRo0a6NixIzZs2IBBgwYhR44c6NmzJ1auXIn8+fPj6NGjWL9+PebNm4eSJUtqPcnLmTMncubMqdw3NzeHiYkJGjZsqFHPyMhIq3GkRkpjH+fMmYPevXujWLFi6RpL586d0blz52TlQ4cOxdChQ9M1FiKi7wWTTaJvcPv2bfTt21e5RnaXLl1Qvnx5rFmzBj179kSNGjVQtWpVAMDChQtx4MAB3Lx5M93j3L59O7Zu3ar1iTZf48qVK+jbt69yf8eOHTA3N4etra1SFhwcjHz58mVEeERE9I3YjU70DczMzGBvb6/c19PTQ8uWLZVZzepEEwBUKhVy586Ntm3bplt8jx49wsiRIzF48GDs3LkTMTEx6bbvlLx//x4dOnTAsWPHAAAPHjzAhg0bMHr0aACJ40i3bt0KKysreHl54fDhw1iyZAlWr16dkWETEdE3YMsm0TfInz9/srK4uDjUqlUrWfn169fRvHlzNGvWLD1CAwBYWlqiW7duePz4MbZt24ZixYph2rRp6bb/pIyMjBAZGYnWrVujbNmyaNWqFVauXAkDAwOcO3cO9vb2iI6OxqFDhzQed+XKlQyKmIiIvhVbNinLi4qKwqJFi1JM8DLCyZMnMXz4cOV+aGgolixZgsaNG+Po0aN49uxZusWSLVs2WFtbY/fu3ahbty4OHjyYbvtOiZGREY4ePYqoqChcvXoV06dPV64MVKdOHURFRUFEkt2sra0zNG4iIvp6TDYzoRMnTqBz585wcnLCsGHD0mX2cmpkxrji4uLg4eGB1atXIzAwMKPDwd69e2Fra4uyZcsqZcbGxmjZsiUGDhwIPz8/dO/ePUNis7e3h4GBQYbsm4iIflxMNjOZ69evo3v37li+fDmWLl2K+Ph4jBo1KqPDyrRx6enpoU+fPmjTpk1Gh4J3795h69atcHd31yjX09NDiRIlMH36dIwdOxZ///03QkND0z2+qKgo1KtXL933S0REPzYmm5nMuHHjYGtrq8wa7t69O5YsWZLh12DOrHGpZfQSPvHx8Rg9ejQWL178r62HnTp1gkql0vrakYGBgZg3bx5ev34NAHj16hU8PT3h4uKiUS82NhYAMkUrNRERfZ+YbGYiYWFhOHr0qMYM5sqVK0NEsHv3bsaVibm4uGDQoEEoUKCAUhYcHJysXlRUFKpWrQpjY2OtxvP69WssW7YMJUuWRMeOHTF79mz88ccfGtce9/HxUa7cM2/ePNy6dUurMRER0Y+Js9EzkWvXriEuLk4jITAyMoKJiQmuXbvGuDKp8ePHIyEhAUFBQfDy8kJcXBzOnDmDhg0b4s6dO2jatCkqVKiAmJgYuLu7Y/78+VqPqUKFCnj48OG/1rGxscGff/6p9ViIiOjHxmQzE1G3hJmZmWmU58yZU7lec0bIrHFlBnPnzsXMmTMBJLYOquXOnRsTJ07E9OnTMX78eNSpUwfFihXD6NGjM82seSIiovTAZDMTUalUABKXq/lUfHw89PX1MyIkAJk3rsxg5MiRGDly5Ge3nz9/Ph2jISIiynyYbGYi6gXCk85UjoiIQN68eTMiJACZNy6i1HBZXTmjQ4Bbf7+MDoGIKMNwglAmUqZMGejr62tMLPnw4QPCwsJQo0YNxkVERERZDpPNTMTMzAytWrXChQsXlLKbN2/CwMAgQ9eRzKxxfSo2NpbL9xAREWVC7EbPZCZMmID27dvjw4cPyJ49OzZt2oTff/8dBQsWZFyf8eeff8LT0xOvXr3CwoUL0b17d+TLly+jw/rh/L2kY0aHgLpD9mR0CERElASTzUymWrVqWLp0KRwdHZEnTx6YmZlh6tSpGR1Wpo0LSLwMo729fUaHQURERClgspkJtW/fHu3bt8/oMJLJrHERERFR5sUxm0RERESkNUw2iYiIiEhr2I1OlMUsXf35ReTTk1P/uRkdAhERZQFs2SQiIiIirWHLJtFnvP6lZUaHAADIu/FIRodARET01diySURERERa80Mmm8uWLUPRokVhZGSEmjVr4tKlSxkdEhEREdF36YdLNnfu3Inhw4dj0qRJuHr1KipVqoTmzZtrXPebiIiIiNLGD5dszp8/H/369UOfPn1QtmxZrFy5EtmzZ8f69eszOjQiIiKi784PNUEoJiYGvr6+cHFxUcp0dHRga2sLHx+fFB8THR2N6Oho5X5oaCgAICwsTLvB/mD6T3id0SFg9fS8GvfDY+IyKBJNhknOtY8foz9TM30lfQ9EfozNoEj+T0rvy+iP8RkQiaakcUXFZvxrBSSP68OHDxkUiaakcX2MiMigSP5PSudWbCY8t6IjM8fnVlh8ktcrOiZjAknKUDOusMiEDAokiUyYU6Qmz1HXEZF/ryg/kBcvXggAOX/+vEb5qFGjpEaNGik+ZtKkSQKAN95444033njjjbcUbs+ePfvX/OuHatn8Gi4uLhg+fLhyPyEhASEhITA3N4dKpdLafsPCwlCoUCE8e/YMJiYmWtvPl8qMcWXGmADG9aUyY1yZMSaAcX2pzBhXZowJYFxf6kePS0QQHh4OKyurf633QyWbefLkga6uLoKCgjTKg4KCYGlpmeJjDA0NYWhoqFGWK1cubYWYjImJSaY6gdUyY1yZMSaAcX2pzBhXZowJYFxfKjPGlRljAhjXl/qR4zI1Nf3POj/UBCEDAwNYW1vj+PHjSllCQgKOHz8OGxubDIyMiIiI6Pv0Q7VsAsDw4cPRu3dvVKtWDTVq1MDChQsRGRmJPn36ZHRoRERERN+dHy7Z7NKlC16/fg1XV1cEBgaicuXK8PLygoWFRUaHpsHQ0BCTJk1K1oWf0TJjXJkxJoBxfanMGFdmjAlgXF8qM8aVGWMCGNeXYlypoxL5r/nqRERERERf54cas0lERERE6YvJJhERERFpDZNNIiIiItIaJptE9EPjsHUiIu1isklEP5zLly9j2bJlABLX2qV/5+npCT8/PwBAfHzGXw+ciLIWJpsZhK0pqZcZkwH+/bKuZ8+eYfHixRgyZAju3bsHXV1dJlCfkZCQgBMnTmD48OHKZXt1dXUzOKrM7+3bt4iLi8voMOgbZYbvnoiICLx8+TKjw/hmTDYzQEJCgsZ11TND4pIZPxjVr4uOTuJpmhne+EDyv19mkVlen8zO1NQU9vb2KFOmDPr37w8g8yVQmSX51dHRQeHChWFnZ4d//vkHmzdvBpBx8cXExGjcz6znvI+PD5YsWQIAiI2NzeBo/o/69coM3zmfyiznu5qIQESU756MimHcuHEYN24cYmJiMu25nlpMNtPRp8nTkydPMHXqVADI0MRFHZOeXuL6/q9fvwaQ8R/iIqK8Lj4+Pvj555+VbryMpv4AGjt2LLy8vDI4mkQJCQmZJinfvHkzPD09lfuZ7YvExMQErVq1wuzZs3H69GkcOHAAQOb6waVOfkNCQgBkbHJQokQJDBs2DC1atIC7uztiYmKgq6ubrufZ4cOHYWtri759++L69esAkGIykNFJlHr/7969w+7du7F27Vps3bpV+TtmdFzq1yuzNXbo6uoiLi4O9+/fz+hQACS+PiqVClevXkWfPn1w48aNdN3/gwcP0KxZM8yaNQsAULRo0QxNfNNC1o4+i1GpVBAR7Nu3D05OTliwYAH27duX4TEBwN27d1G3bl00aNAAADL8xFapVHj9+jW2b98Ob29vPHz4EO/evUvXL7j4+PgUk+9Lly7BxcUFR44cwZEjR/Dq1at0iykpdSKno6ODiIgIDBs2DDNnzsSjR48ApH/iefXqVSxcuBBDhw5FWFgYRERJnD5+/KjUy6gvOPV+DQwMkCdPHlSoUAEjR44EkPiDKyPj+nTfISEh6N69O9asWQMg436QqmMqWrQoKlSogLdv32LOnDnpGsPZs2dx8uRJODo6Ij4+HtmzZweQ+Jo8fPgQI0aMwIYNG5SyjPgbiohGj4efnx9u3bqF9evXw97eHmZmZuke06fUcR08eBCdOnWCs7Mzjh8/rrEtPSX9XHr58iVq1KiBxYsXA8j4BDg6OhqrV6/GqlWr8OTJE9y6dQtBQUHpsu/4+Hjo6urC3d0djRo1wqlTp3Dz5k1lW1bFZFOLUvqi37BhA27fvo0DBw7gxYsXMDAwyIDI/o+IYP369di9ezdcXV1hZ2eXIS2ISd9Ejx8/xvDhwzF27Fjo6+vD09MTTZo00WoSHBAQgIsXLyr3dXV14ebmhkePHkFHRwdRUVF4+/YtNm/ejGHDhuH69evo169fhv4N1Ync+/fvMWXKFBw/fhyrVq2CnZ0d4uLi0v1Hg5WVFVxcXBAWFobZs2dDpVLhwYMHsLe3R9u2bTF58mQ8f/48w5InlUqF8PBwLF26FKtWrULx4sVx7949JYHKiA9zdZKiUqk09h8dHY1atWoByLgvX/Xfb/r06bh27Rr09PSwfPlyPH78GDo6Olp5vZIeq4eHB1q0aIFu3brBw8MDJUuWREJCApYtW4bVq1fj7du3GDVqFEaMGAEg/X9gqXthdHR0lBbMkiVLokWLFoiKilJ++KX3uaXeX0JCAqKiojBt2jScOHECPXv2xLZt2zBlyhTcuXMnXWNSx6X+XPrw4QOAxN4GFxcXWFtbA0jfBDilv8vRo0cRHh6OVatW4cSJE6hfvz6yZcumlf0nPd91dXVRpEgRVKlSBX379sW7d++wdOlSZVtWxWRTSz7t1lR3z4kIoqOjoaenh/DwcLx+/RqlS5dWWs+0LaU3lUqlwvPnz1GjRg00a9YMrq6uKFWqVLrE8yn1m+jJkyeIi4uDpaUlqlatig8fPuDmzZsoUKAAAO19YL958wa//fYb9uzZg6ioKOUL69mzZxgxYgQ2btwIT09PxMfH48WLFzh8+DCePn2K4OBgBAcHp9vfMOkH07Nnz9C3b1/0798f1tbWuHHjBjZv3ozAwEClCyY9WVpaomPHjhg3bhwWLFiAhw8fws3NDWFhYYiKisKcOXPQsWNHhIWFpUs8KSVp69atQ2hoKDZs2IA1a9Zg8ODBcHV1RVhYGPT09NItWUnatblw4UI4OTkhMjISZmZmmDx5Mnx8fDSGlKRXTGrx8fGYMmUKKlWqhK1bt2LBggWwsLDA+PHjAWjny089xlH9uamrq4u1a9cq26Ojo/HgwQOcPn0as2bNwsaNG9GvXz8sWrQIz58/T/cJX+ofCZMmTULlypVx7tw5DBgwAKNHj0b27Nkxe/Zs5TjSg/pvqKuri5iYGOjo6CAmJgZVq1bF/PnzkT9/fvz666+YNGkSSpcunS4xfUpXVxcvXrzAgAEDsG3bNgBAjhw5YGRkhOjoaADp94Ph056XyMhIpTw+Ph7r16/H1atXcfz4cdy/fx/3799HcHCwVmL49N9POTg4oE6dOvjrr7/w119/KbElpR7LnNEtwv9KKE3FxcUp/3/16pU4OTlJ//795ciRI5KQkCAeHh5SpkwZ0dPTkxw5coipqakYGRnJnDlz5O3bt1qJKSEhQeP+33//LX5+fvLx40eJiYmRUaNGScWKFWXYsGHSvXt3GTx4sLi5ucnDhw/TPJbY2NgUy69duybt27eX6tWrS5UqVeTixYsiIjJ+/HipUqWK7N69O8VjSQvq5zxy5IicO3dOI9YmTZpItmzZZMiQISIiEhYWJuPGjRM9PT3R0dERQ0NDUalUUr16ddm2bVuax/ap+Pj4ZGVnz56Vxo0bi5WVlWzdulVERD5+/ChTpkyRHDlyyOPHj7Ua06exffq3efnypZQtW1ZsbGxk1qxZ8vr1a/n48aMcPnxYTExMZOzYsSKinb+n+nmTvl6xsbESFRUlPXv2lNOnTyvl169fl2LFikmPHj2UY9G2Tz8nYmJiZMGCBWJgYCCmpqby6tUriY+Pl4cPHyrnvbZj+tzf4cKFC2Jvb6/cj46OltmzZ4ulpaV4e3uLiOaxfIunT5+Kg4ODTJw4UaN8wYIFUqVKFXF3d5eZM2fK1atX5cyZM6KrqyshISHy+PFjGT16tFhaWoqdnV2axPJvkr5WV65ckdGjR8uSJUtk06ZNMnXqVGXb5MmTpVy5cuLh4aH1uJLatWuXlChRQo4cOSKXL1+Wli1byuLFi2X37t0SHR0tIomfFTdu3EjT/Sb9zEl67j59+lRq1KghKpVKfvvtN3n+/LmIiDx58kQ6dOggHz9+TNN4UvLpOXvnzh1p0qSJ1K5dW5ydnSUkJETev38v9evXF319fVGpVMqtcePG8urVqzSLY/PmzTJq1Kh/jfHMmTNSsmRJad26tVL26TkYGRkpu3btSrOYtIXJppZ8+PBBOnXqJOXKlRMrKyvR09OTESNGiIjIzZs3Zf78+bJ06VJxc3OTPn36SJEiRcTPzy/N4/j0pAwPD5dGjRpJ9uzZxdTUVNq1aydv3ryRe/fuSbdu3aRQoUJSoUIFsbKyEn19ffn5558lKCgoTeO5cuWKBAQEaMR248YNGTdunFy7dk08PT2lSJEiMmnSJBERefTokdSqVUu6dOkigYGBIpJ2X25qKX3RhoeHy9u3b2XOnDnSrFkzqVOnjsZ2Ly8vOXz4sGzatEk8PDykUaNG0rNnT4mMjEzT2JKKjY2VSZMmydSpU+Xw4cMSGxsrR48elZo1a0qvXr2Uek+ePJFSpUpJz549tRpPUv7+/hIeHi4iiV92urq6snHjRo068+fPFxMTkzT/O6bk+vXrsm7dOnn37p1SVqJECVm4cKFyPzo6WpYvXy4qlUrOnTuXLHHWloCAAJk+fbqEhIRIWFiYvHjxQqpUqSL/+9//ZN26dfL+/XsZNGiQ1uP41LFjx2T16tVy5swZERHx9fWVXLlyyevXr5U6t27dktatW0u9evXS7LWKi4uTY8eOSfXq1aVq1aryzz//aMT0v//9T4oUKSKnTp1Synft2iXPnz+XVatWiZ+fn+zatUtUKpV4e3vLhw8f5P37998cV1IpJf179+6VP//8U7n/9OlT5f/+/v7SqlUradGihcTGxoq/v3+aJispxXTu3DmZP3++bN++XZycnOTPP/+UBw8eSOPGjVNMSpYvX54m78UdO3ZIw4YNZf/+/cp58em58c8//8ibN29EJLEh5uDBg1KkSBGpVq2aXLp0SUREVq5cKQ8ePPjmWFIjOjpaXr58Kb/99pv06NFDGjVqJCqVSpo2bSovX76UyMhIOXHihJw+fVq8vLxk6dKlUr16dY3Pji+V9L1y8OBBUalU4urqKvfv3xeRlM+x4cOHS/78+WX16tUaddSNNzNnzlTes5kVk81vlPTkefz4sbRs2VIcHBxk06ZN8uHDBwkMDJSWLVuKSqWSHTt2iIhIVFSUxuPatm2r8QGblj5+/CgzZ86U+/fvy+zZs8Xb21v69++v/FL7lLp1dcuWLdKpUycJCQlJ01i2b98ua9euFRFRPnQPHToknp6ecv/+fZk1a5YcPnxY4zFLly6VsmXLyvr169M0FpHkf7+3b9/KuHHjlJY3kcQP0cKFC8v8+fOVMnXLgNrq1atl9uzZaRpb0g+dixcviqOjozg7O0vnzp0lW7ZsSsvX1KlTNVpQYmNjZc+ePaKnpyfu7u5y+/btNI1NvQ+RxNcwJiZGZsyYISqVSjZs2CAiiQl7q1atpGbNmhITE6M8LigoSKpUqSIXLlxI85g+tW3bNsmTJ49ky5ZN6tevr3wY9+7dW4oXL67xBXv//n356aefpHTp0uLl5ZXmLYnq51P/e+HCBbGwsBCVSiXbt29X6i1ZskS6d+8uxsbGsmnTJhk3bpzyJaRNISEh4urqKm3btlU+q/744w85d+6clC5dWsaNG6dRX52cDxo0KM1az+Pi4mTTpk1ibW0tAwYMEJHE12vcuHHSs2dPKV++vPLZof7bnTx5UvkR//DhQylRooQUK1ZMVq5cmSYxpeTVq1eyZcsW+eeffyQhIUGmT58ujRs3llGjRsmYMWPE1dVVJk+erCSda9eulcKFC0uvXr1kxowZaXpupdRq2LdvX1GpVDJq1Cj58OGDiIi8efNGBg8eLI0aNVKS8Li4OJk/f77MmDHjm2KIiIiQyZMni4GBgRgYGEhERITG9vv378vo0aOlQoUKUrFiRY0fLmfPnpW2bduKlZWVjB07Vn7//XcJDQ0VkbTt9Uj6XA8fPpRGjRpJq1atZMGCBRIbGyvv3r2TFStWiJ6enowdO1ZpYVUnyCIio0ePlqtXr35VDJ+22KrjOXz4sOTKlUuKFCkitWrVkpcvX2rUUf99Hzx4INbW1lKzZk2NOiKJ52P16tWZbH7Pkr7Ro6Oj5ezZs9KkSROxsLCQI0eOKNuuXbsm9evXl8qVK4tIYjJ39uxZOXv2rCxZskSmTZuWJold0piioqJk+/btoqOjIxUrVhR/f39l28yZM0WlUsnmzZslISFBfHx8lA/xw4cPy4ABA5Ilxanxbx8SLVu2lGrVqkmHDh3kwIEDEh8fLxs3bpRevXrJxo0blVYxEZFnz54pSVLbtm0lb968MnTo0DRvGfjUuXPnpEaNGmJtba10tT579kx+/fVX+emnn5QPnosXL8quXbtk9erVsm7dOpkwYYIcO3YsTWJI+vqpvzC2bNkiEREREh4eLvPnz5eJEycqX2h3796VFi1aiK2trfI3u3nzpuTMmVPs7OySfUB9i5TOe5HE16Rbt25Srlw5efHihYiInD9/XoyMjGTFihVK/efPn0v9+vXTvNVcbceOHbJy5UpZs2aNPHr0SM6dOyelSpWSvn37SnR0tGzdulX09PSkX79+SotndHS0ODo6SrVq1WTv3r1fve+kr03Sv6X6/RUbGysXLlyQYcOGSbZs2eTPP/+UuLg4Wbt2rWzZskWWLVsmefPmleLFiys/ANPqyzelZGffvn3y119/iYjIunXrpHPnzvL3339LeHi4tG7dWszNzTWGHhw7dkyqVasmbdu2lTt37qRJXGqjRo2S8uXLa/zojIuLky5duoiNjY1Gcjtz5kxp0KCBiCSe7xMnTpTSpUvL2LFjJS4u7ptfs6SP37lzpzRq1EgaN24suXLlUj63hw4dKmZmZlKgQAHJkyeP6OnpSeXKleXNmzcSGhoqS5culdKlS8uECRO+KZ6UxMbGysiRI+XRo0cikvgjq1q1alK9enWNeocPH5aiRYtKuXLlZMiQITJhwgRp2LChHD169Kv2qz6X4+Li5M6dO+Lt7S158+aV33//Xanz8OFD6dKli5w6dUpu3LghRYoUEQcHh2TPNXjwYClXrpzo6elptBKnhZTOgYCAABk2bJioVCpZs2aNUh4VFSVDhgwRS0tLCQ0NFV9fX3F1dZWVK1fKjBkzZPr06fL27dsvPq+WLl0qenp6yo8l9Q/1kJAQGTlypLi7u0vhwoWlcuXKSoOUmvr9umDBAsmfP7+MHz9e2bZ+/XqxsbGRn3/+OVkDSGbDZPMrJO2a3rFjhwQEBCitN/v27ZNKlSol68Jcvny51KhRQ968eSPnzp0TGxsbyZcvnxw6dCjN41L/OhRJTAIGDBggOjo6Gona06dPpWPHjlK3bl0RSXxDdOrUSerXry8LFiz44qTO19dXJk+erPG4T1t0oqKipH379pIrVy5xdnZW6ri5uYm9vX2yMaJ//PGHHD9+XEQSW6PKlCmjjOX8Fkk/KJYsWSJz585VYt29e7eUK1dOBg4cqCRuhw8flgoVKijdmgcOHJDNmzeLkZGRjBo16quS8v+KLSIiQhwcHGTatGkiIuLk5CTTpk2ThQsXypUrV5R6jx8/lvj4eNm0aZNUq1ZNJkyYII8ePZK7d+9qJAhpHd+pU6ckf/78SiuUSGJibmxsLFOmTJGEhASJjY2V33//XSwtLZUWlXPnzombm9tXtfAk/dslfY779+9Lt27dlJYd9d9F3fK7c+dOiY6OVr5oSpQoIX369JEaNWrIokWLNFoxvsTdu3dl7NixGmN+P+Xn5yc9evSQHj16yKRJkzS6eAcMGKAkSDdv3lTO+Q0bNki5cuVk6dKlXxVTUkm7NT+1bds2Wbp0qSxcuFA8PDw0WmF27twp5cuXF5VKJd26dZPhw4dLmzZtZPfu3coPodR68uSJRsvVp6036uTF19dXGjVqJO3atdP4++7cuVOqVKmijHFLSEiQdevWiZ6entStW1fq168vJ06c+OKYPifpa3Xu3DmlG/PatWvSunVrmT59urI9MjJSwsPDJSgoSJ4/fy65cuWSs2fPKtvTIq6kf8OoqCilR6FRo0YikjgGeN++faKjoyM7d+5U6sbGxsqpU6ekdOnSkiNHDjE0NJRevXp9VVxLliyRxYsXy8ePH5W/UWhoqIwYMUL09fWVIWELFy6UZs2aKY8bO3asqFQqOXnypIj83/v348ePcurUKSlTpowSc1q2bD5//lymTJkiHh4e8uzZMwkPD5fo6Ghp1KiRNGjQQIKDg5W69+/fV35cxcfHy6BBgyRv3rzK+/JLXL58WYYOHSrDhg2TLVu2yNChQzWO686dO7J8+XIREbl69arUqVNH6dVQNz6pk8iwsDBp1aqV/PTTTzJv3jzp1KmT9O/fXxmWltkx2fwCSU9+Ly8v6dq1q9jZ2UmhQoWkfv36cu3aNRERcXd3FwsLC2UQvUjiF07evHmVk+j8+fMpNq1/i+fPn8vQoUOladOmYm9vL5cvX5aYmBh5+fKlVKpUSZo3b66xr1mzZknr1q1FJHEs1pAhQzR+WaY2pr///lvKlSsnTk5OyR73aSL24MED6dGjh9SoUUNOnDghIomTSSpWrChdu3ZVhhL4+/tL37595eTJkxIfH59mb6ikycnRo0elSpUqYmhoKNevX1fKx4wZI5UrV1a6pcPDw2X8+PGSLVs2mTBhgqxfv17Cw8OVFrykx/ylko6Z2r59u3h4eEjLli1lxowZ8uDBAxk8eLBG9756f0ePHpWQkBB5/fq1FClSRPT19ZVWqrTy6et2/fp16devn6xfv166dOkiRYoUkZs3byrbJ02aJLlz51Zape/evSumpqbSunVr6dChgwwaNEijhf2/BAYGyr59+z4bz/Pnz5UkLzw8XG7fvi2VK1cWe3t7ZQztmzdvpGHDhmJnZ6eM/V2/fr306NFD6tat+00TOCIiImTp0qViYGAg48aNU1rn1X/TZcuWyfjx4+Xo0aMycuRIsbCwkLp164qvr6+IJCYB69atk3z58kn+/PmVMa7x8fHy5MkTjfPyayRNUI4dOyYTJ06U7du3S0xMjCQkJEj//v3Fyckp2fl88uRJCQoKkidPnkifPn2kdu3aYmNjI5cvX1bqpeZHw9u3b2XMmDFSuHBhadWqlTIpRC3pjzV3d3cpV66cktyJJH7pDho0SCpVqiQ+Pj4ikvi337hxozRu3Fi2bNnyZS/MZ3z6Xrxy5YrSkuTh4SF//fWXbN26VRYtWpTsx7Gvr6/SUh4RESFDhw6Vu3fvflMsCQkJGomQ2oULF5T3eEhIiOzbt090dXXF09NTRBJfl+7du0v+/PmVx6hb00JDQ8Xf31/u3bv3xfFcvnxZqlatKiqVSg4ePJji9pIlS0qLFi1EJLG1uXHjxvLy5UtZvHixrFixQho1aiTW1tYiIvLu3TuNc3PDhg0ya9Ys5di/RtLzcdOmTeLk5CQjRoyQMmXKSJEiRZShA5cuXRJdXV1ZtWqV8nd/9eqVtG7dWpk4lbTHMTVx3b9/X/r37y/Ozs4aP0ADAgI0kvuoqCjp0KGD8r47duyY/PTTT5InTx7p1atXsgm16uErpUqVSrNGqvTCZDMF6l8Sn55USU/gv//+W0aMGKGcOMeOHRMzMzOpWbOmBAQEyNOnT6VZs2ZSr1495TGXL1+W33//Pdlsu8/N0P4vn46ZExE5fvy4jBo1Sg4dOiQHDx6U2rVri4mJiSxYsEBEEme+qQfQq+3bt09+/fXXFJ//S97s4eHh8scff8jMmTM1ytevXy+NGzeWESNGKInk/fv3pWDBguLs7KyM39mwYYMULFhQVCqVVK5cWSpUqCC1a9f+6qEFKc1EVnv48KHMmTNHRBLf7HFxcVKmTBnp2bOnhIWFiUhiC0zt2rXl559/VpKTgIAAGTFihJQtW1ZjiER8fPxXj8NKaczV/v37JX/+/GJrayuXLl1SzhdXV1ext7fX+JB/+PCh2NnZyZs3byQwMFCWLFmS7Iv8S/zb3zwyMlKuXr0qvXr1ksKFC8uVK1fk1q1bUrt2bWnfvr1GvZIlS0qPHj3k/v37EhkZKRcuXJAVK1Yk6yL6LwEBAfLzzz9LtWrVlIT205aw3bt3S4MGDaR48eIyYMAA5bXy9vZWxh2qv0Q2btwo1tbWMmnSJHn27NkXxZGSrVu3KolAUFCQODs7i4mJidJqI5L4erq4uCjnUExMjBw/flz09PTk119/1ViB4ujRo1K2bFkZNWrUV38m/JvIyEj566+/JE+ePMp40TZt2sjjx49lx44dUrJkSY0fDQkJCTJ06FAlqUlISNDoMfm3ltKkpk2bJlu2bJGTJ08mW7Vh8eLF0rp1a1m6dKmSrKlnJterV0957UQSx/g1bNhQOnToIBcuXPjmZO5zIiIi5MGDB9KqVSspUKCABAQEyLx586R8+fIaE4BERP766y+5deuWnDx5Urp16yadO3eWkSNHipeXV5rEsnr1alm1apWIJCZnO3fuFJVKJQ0aNFC6zp89eyYdOnSQokWLKo87ceKEmJmZKcnbt87yjo2NFU9PT1m0aJEYGBjI9OnTlc/LT8/XdevWiUqlUn4ghoaGypMnT8Td3V1EEhsS9PX1ZenSpUpPlbpXMDY2VgYOHJiqITbqx/zbZ++DBw9k9OjRyn31/AldXV3lfero6Kjxg/n06dPSpUuXZKvDpPY9eeDAATE2NlYmHKpjTfp+UT/fjh075NKlS7J27Vrp06ePHDhwQEaOHCk5c+aUNm3aKEnv+/fvZcWKFd80QSkjMdn8RHh4uJw+fVr279+vlH16gt29e1f5Q8+bN08WL14sIv930v/xxx+SPXt25U21adMmMTY2FicnJ1m7dq2MHTtW+UX+Jfz8/JQxdyl9wKsTtnnz5ml8kMfGxkqVKlWkZMmS4uvrK5GRkdK6dWv56aef5NWrV/L3339Lr169lORF/bypSZwOHDggkydPlrdv32rUb9++vdy5c0fevn0rw4cPlxUrVsi2bdtEV1dXxo4dq3yZTJgwQUqUKKFMcAkJCZErV67Ir7/+KnXq1BF7e/svnpUYGxsrs2bN0kjCP32t4uLi5MyZM1KrVi1RqVTKvkUSu+h0dXU1JocsWbJEqlWrJnPmzEmxdSEtvX37VurXry9169aVq1evip2dnRQoUEBj0Pe9e/ekadOmkidPHnFzc5MVK1bI77//LgMHDlSO92stXbpUbt26JSKJr1PSltaHDx9Kq1atpGrVqjJv3jylVSchIUEZS/TpWMdhw4aJgYGBjBw5MtmX85d48+aNTJ8+XQoUKKDRqiuSOPxi8uTJEhERITt27FBaW9SvQ4cOHaRixYoaiWXFihVFpVKJh4fHV79ekZGRsmrVKrG0tJTJkydrbCtcuLB06dJF+bK8fv26FCxYUDkn1a/ruHHjJHfu3Mm+VD09PeXChQtpPht+37590r17d3F1dZWrV6/K06dPZfHixUrXuIhIzZo1pVixYrJgwQI5efKkrFixQrp3755iN2tqZy8nJCQoSxolfZ5bt27J8OHDZcmSJTJ9+nRRqVSydetW5fN0y5YtUqlSJY0xaiIidnZ2olKpZMaMGWmyTE7S1zogIEBq1qwpjRs3lpUrVyotgE+fPhVjY2ONISwiiT+U//jjDxER6dOnjwwdOjRNfiyoP4c2b94sBgYGsmrVKpk7d674+/vL+vXrpWrVquLm5qbUP3r0qOTIkUP5IR0ZGSnjxo0TlUolPXr0SJMfWGp9+/YVCwuLZMN0EhISZOrUqWJiYiKVKlVS/ubDhw9X4vLx8ZEyZcqISqXSGN8pkphMf7p0VErevXsnW7duVYYwJP2xf/nyZRk8eLAEBgaKl5eXMglWXefcuXNStWpVadiwoYgkJqB58+aVBg0ayNSpU2X27NlfPQ45MjJSAgIC5I8//pCSJUtKly5dNM6Fw4cPazQWxMXFyZgxY8Te3l6WL1+uDOOJjIyUw4cPi56enqhUKunUqZMEBASkywoe2sJkUxKTxTVr1oirq6vY2Ngk606KjY2V169fS926daVgwYLy5MkTGT58uHKyfnqiN2nSRDp27Cgiib82e/fuLfny5dMYO5Nat27dkkOHDsmgQYM0ZqyqPXnyRGrUqCGtW7eW2NhYadWqldJypP7APnLkiJQsWVKWLVsmIom/ws3NzaVGjRqybdu2L+6efv36tXTu3FlUKpU0adJEKVe/odavXy+XLl2Sv//+W1q0aKG8Nn379pUKFSooCUl0dLRUqFBBunTpIgEBAcqvytjYWOXX8pc4fPiw1KtXT4yMjJQxjp9+ifj4+Ejx4sXF0dFRbt68KT169FC6ctR1GzduLPXq1VOS94SEBClWrJioVCrZs2dPssQ1LXz48EGmTJkiR48elVGjRsnUqVMlJCRELl26JA0aNJDOnTtr1D937py0b99eWffNwsJC9uzZ800xHDt2TPLmzatMKPj0fFZ3bz59+lSZUObi4qJRJyAgQNq3by+VKlWSjx8/ytOnT2X58uXSunVrGTZs2FeNCUv6Zf3bb79JzZo1lVa2t2/fSvXq1ZUhH7dv35ZSpUpJ/fr1lZYwf39/MTY2lqVLl8qLFy/k1atXMmfOnGTJwpeKi4uTc+fOSaNGjaRq1aoaS5bt3btXWXUiLi5OQkJCpECBAkqLv/p9GR0dLXny5Ek2di0tJrQkfY7nz5/LsGHDxNTUVLp27aqx7bfffhMrKys5c+aM+Pv7S9OmTZVzS1dXV8aMGSOxsbFfFFfSyWjx8fFibm6uTI5Q/302btwov/32m1KvTp06UqdOHeVHT3h4uDg6Okr16tWVFkx1MvI1M2/Pnj2rDO1IaWkeNX9/f3F2dhaVSqUxsS0uLk769esnOXPmlFmzZsn169fl4MGD0qFDB6URIS0maSRNnubOnSuGhobK5FK1jh07SoMGDZRVHT58+CCjR48WIyMj8fb2lqCgIBk7dqw4ODhotA6nhadPn0quXLnkl19+UY75zz//FEdHR1m8eLFs3bpVjIyMlFbVvn37Sv78+cXLy0vmzp0rN2/elHXr1mnMXPfx8ZFp06ZJjx49NFavUAsJCZFZs2bJ6NGjpXPnzlK1alWNISahoaFy7NgxGTBggBQvXlwuX74sy5Ytk4YNGyZbjWPBggXSvHlzpRFh2bJlGitpiHz72rYDBgwQKysrZbmpS5cuSfXq1WXIkCEaraY7d+7UmDim/vtHR0eLtbW1VK5c+atnwGcmP3yyuXv3bnF0dJRFixZJSEiIbNmyRebOnaucIA8fPhRra2vp1KmTrF27Vq5fvy5xcXGyf/9+UalUypef+g134MABqVatmvL8np6eUqZMGeXXeUpvoqQCAwNl9uzZ4uTkJB4eHlKtWjUZMmSI8qX29u1bcXd3l+3bt4urq6uyLImdnZ00atQo2Qeera2tuLi4iEhiS9GoUaPEyMhI2Z6aL5OYmBgJDw+XgIAA2bNnj7Ru3VqMjY1l0KBBGo+dMWOG+Pr6yp49e+Tnn3+Wa9euyb59+2Ty5MlSpEgR6dWrl/JltHXrVilQoIAUKFBA+vXr91Vv7uvXr8vo0aNl5MiRSkvoxo0bldcgICBAZs+eLW5ubjJr1iylZXrbtm1StGhR5cNQJPFLRt0C6+fnJ4GBgTJlypQ0mZQkkvzDKz4+Xvbv3y958uSRYsWKJWslmD59upQrV042bdokIpqJiPqLLjXnU0ru37+vdPM9ePBAZs2aJTo6Osq4Nz8/P2nXrp307dtXHj9+rLyePXr0kBIlSiQbR7h3717Jly+fVKpUSSpVqiTr1q37ptadT9djFUk83qpVq0rfvn2Vrtzhw4fL1q1b5caNGzJt2jTZsWOH6Ovry5IlS5QWr6FDh4pKpZKxY8dqdAGnBW9vb7GxsRFHR0eN8nr16knNmjXlyZMnEh4eLp06dRJTU1ONWdQfP36UgQMHKonVl3rx4oXGyg0imufH3bt3xc/PT/mx8PjxY7Gzs5M6deooY0VFEn+wFitWTEmq3r59K0eOHJFFixZ98XmfkJAgO3fuFHNzczl//ryI/N+PhokTJ4qlpaVMnz5deb2cnZ3l119/lWfPnilfuOoWS/V5ffHiRSlbtqyUKFFCGY/4pR4/fiwODg6SN29eGThwYLLW0AcPHsj06dPlwIED8u7dO4mMjJSPHz9Ks2bNpHbt2hq9Gh8/fpT69euLrq6uGBgYiI6OjtjZ2aVZz8enf0N1F7mnp6dMnjxZVCqVxgLsx48flwoVKsjw4cOVskmTJkmOHDmkXr16cu3aNa2sNarm5uYmRkZG4u7uLkOHDpXx48crrcDv37+XHj16iJmZmbx580YuX74sZcuWFQMDA2nVqpXGurfqz0X1ezWlbuKlS5dKz549ZfPmzSKSOLFm9+7dSt179+5Ju3btpEKFCrJkyRIljoCAAFGpVDJ+/HiNfR4/flwqVqyonJ9RUVFSrlw56d69e7Klmz7nc/XUx3Pr1i2pUKGC1KpVS4YNGyZ9+vSR9evXy/79+zV6gXx9fZXGqE8/z9+9e6cxNjqr+6GTzRMnTkjfvn1TvFLO48ePJSoqSq5duybdu3cXXV1djW7XGzduSO3ataVo0aLKgrQiiYPI161bp9wPDQ2V0aNHS6FChZQPj5R8ehWbtm3bKleDEUk8qe/duycnT56UuLg42blzp+TOnVuKFSum0S2/bds20dfXl8WLF2t8Ea1atUoZtymSeHIXLFhQ+vXrJyL//Qtu6dKlUq9ePY19vX79WoYMGSIqlUqcnZ2VCR+7du1SukZu3Lgh0dHRSqvqzp07pWDBgrJ8+XLluQ4fPizu7u6pfoOrvXnzRjp16iT58+dPNktQfTyRkZGyfPlyyZ49u5QrV04jeXn9+rUMHDhQihYtqrRknjhxQsqWLSuGhoayZ88ejWTpSxavTikJ+PSxt27dkidPnohIYovcnDlzRFdXV1nqRZ3YPXjwQFq3bi3NmjVLs9nuHz58kB49eohKpRIbGxulxSgoKEj69u0r+fLlExGRfv36SYcOHaRw4cJSq1YtpVvp3bt3YmhoKKNHj9ZI3qKiouTs2bPStWtXmTt37jfH+el6rOpehilTpkjFihWV95f6dVq0aJHSWjlkyBApWbKk7NmzR65duyaurq5KS3daSHoOjB07VsqXL6+RCP3zzz+iUqmU1+Hw4cNSsGBBqVq1qtKFtnfvXhk4cOAXt/omJCTIjh07pFixYsnWoxVJ/LxZtmyZNGrUSCpUqCDW1tbKF/T58+elfPnyMnToUI2W+Q4dOiTrzvx0f6n9ERgdHS179uyREiVKJFu/d9GiRZItWzZp2bKlUvb69Wvx9fWV169fK2MSJ06cqEys9PX1lcePH0vlypWTxZwaHz9+lGXLlknfvn1l9+7dEh4eLl5eXkrCFhcXJ+vXr5cBAwbIgAEDpHDhwlK6dGnlvLt69aro6enJsmXLNPYdGBgohw4dEhcXF62s/RsREaF0f6uTjeDgYKUl/VNDhw6VChUqyOLFi+XKlSuyYMEC2b59e5qNF/03kZGRUqlSJcmdO3eKPXd///235M+fXzp16qQs9Zd0bd1PPxsfPnyY4sTGa9euiaOjY4o9XuofcC9fvlQS8qRX5HF0dJRs2bIpFwoRSbwqz6ffiSKJDUX6+vpy8OBBefny5b+e94cPH5Y6deooLY6fqztz5kzJnTu3tGnTRqNc/fkvkjjR+NPVWb5XP2yyGR0dLW3atFFacuLi4lI8YcLDw+Wff/6R2rVra3xQiiR2yxQvXlwsLS1lwoQJMmHCBBk+fLgyI139Jrp586aUKlVK8uXLJ7t27frXpGX06NEab7hPY1J/4N27d0/mzJkjKpVKY420Fy9eSI8ePcTIyEg5eU+fPi2//PKLxkD6jx8/yvLly0VHR0fWrVv32a706Oho5UPPwMBAYzycSOKMyMKFC0uhQoWkbt26EhkZKdHR0TJjxgxlfNCWLVukd+/eIpKY0BQoUEBKliz52Ut0pcb79+9l1apVUqpUKbGwsFDG2KpnHl+5ckXppnj69KmMGTNGDA0Nldnv6tdU3TLQokULuXjxosycOVPu3r2r0ZUikvquzXv37kmPHj2kTZs20rRpU9mzZ49GQqbuiq5QoYL89NNPSoIUGRkpnTp1kvLlyydrld6xY4fkzZtXKlWqpDEp6Wvs3LlT2rdvL87OzrJw4UIZPHiwxt/h7Nmzkjt3buncubNyXgUEBIi+vr5MmTJFaSVRj8n69EeW2pd0t/7XeqzVq1eXDh06KH/f169fS8OGDaVdu3bKl4z6yiivXr1SFtjOli2bmJmZycWLF7+6dTVpl+vn4r1x44bY2tqKnZ2dxt+uf//+UqBAAaUF+Ny5c1K2bFkpW7as1KpVS8aMGfNVXZuxsbFy8OBB+d///idNmjRJNolhwoQJSnJ56dIl+fnnn0VXV1cZbuDs7JxsLdERI0akuMD+13Tpv337Vg4ePCj6+vrKD+bbt2/LkiVLlIW/k86CnjlzpjI7+NatW6Kvry/Vq1eXDRs2SExMzFdNEly+fLlUqlRJpk2blixJVR/X+fPnNRarf/z4sVSsWFEKFCigvB6//fabFCpUSGtr+yZ9jX18fGTs2LFy8OBBWbt2rTIbPyEhQfbv3y96enoaV+R6+vSp2NvbS7Zs2URfXz/F4VbatG/fPlGpVLJu3Trl/Fe/X0JCQqRatWpiYGCg0QAjkrphSOof+L169VLGa3/u/ax+vq5du0qtWrU0ZoB//PhROnTooIxP7t69uwwfPjzFyWU1a9YUlUol8+bN++yQiLdv34qbm1uyZd+Sxq6u26BBA6lcubLyPZtSnmFpaSm9e/dO03G1mc0Pm2y+fPlSSpQokeqFuA8cOCA6OjrJlmC5d++eLFiwQPr27atxhRmR//sguXr1qtjY2Gj8skrJ1atXxdzcXPki/dyvJfUbq0mTJlK3bl2NKzJER0fLwIEDpXTp0lKjRg3p3r17ilcmOnnypKhUKmnevPm/nuAvX76UO3fuiLW1teTOnVvjKjnR0dHy888/y8CBA6VAgQLSrFkzpWtD3RL3yy+/iIODgwQEBMj58+dl0aJF4uDg8NULCav3K5L4QVupUqVkr4Grq2uyGa9FixYVe3t7jS/4mJgY2bRpk3I5UUdHR40PmNR+2X748EGWL18uv/zyi6xcuVKmTZsmhQoVEj09PZkyZYqIJLbEdu/eXby8vOTx48dSv359qVmzpvI3vnjxomTPnl3mzZsnIv/3tz969KgUL1482bn1pe7fvy89e/bUGIsskji5Qf2hGxERIdOmTRMdHR2NrtaxY8cmW9T7p59+kkqVKombm5vGa58aKa3Hqj6n1euxtmvXLtl6rOp4y5Urp0yMePPmjahUKunbt68sWbJE1q9fLzdv3vzqqxP9V5frw4cP5ciRIxpflgsWLEi2HubHjx/F2NhYhg0bpjxHeHi43Lt3T+O1/RrqiYy6urpKK5xIYrdr0h/Ejx8/lpo1a0rNmjVFJLF7vVq1amJtbS379+8Xd3d3GT9+/BcPMVD3tqREvUB+4cKFNS7fGh4eLtbW1hqtPHFxcWJjYyNTp06VN2/eyLFjx2TmzJnSuHHjrxq+EhMTI6tXr5Zy5cpprLyhfj+FhYUpXd6fjhlVd1+qhz398ssvSsz58+eXli1byurVq79qPPnnpPT5cvjwYY21Oz8d//rmzRvp06eP5MmTR0QSfxB9+PBBoqKixNvbO90u85hUixYt5H//+1+y8/rvv/+WefPmJftB9CViY2Plf//7n9KC/LnPZPX70d/fXwoUKCAjR47U6DaPiIiQM2fOyLJly5QfY0k9ePBAHB0dNd5Tanfv3pWpU6cq51FQUJA4OTlp9GqkNExKJLHBpUCBAikmpvHx8bJ7925p2LBhmg3Xyqx+2GTzxo0bolKplEV3/6urKCIiQjp37iylS5dOcfunXz5Jnys4ODhVH1KrVq2SIkWK/Gt3+6euXLkiurq6yS7NFhcXJxERERrjez6VkJAgx48flwMHDqRqPyKJSbX6Mnbz5s1TEoX169fLyZMn5a+//pLs2bNLtWrVpHLlysqYrS1btoiurq4YGxtLmTJlNLoP0sKMGTMkf/78snDhQnn58qX8+uuvUrFiRXF2dtaYUejp6Zns0oBqAQEBya5Ln9pEc+XKlVKkSBFxdXXVOAdevnwpuXLlkho1asi7d+9k//79Ur58eWX7woULNa5eob4KiIWFhQQGBmosqZMWXeiHDx+W3r17Ky0D6u7bpMnUrVu3pGzZsmJvb69Rni9fPunbt6/SytS9e3cpWLDgF/9o+Lf1WCMiIpRjffLkifTo0UOqV6+ebCyrvb291K9fX+lidHd3F0tLS7G0tFRmBX+p/+pyjY6OFg8PD2nWrJkULlxYunbtqiwx9eLFC/n555+ldu3aGj/c1qxZI/r6+jJ06FC5ceNGml8CU31VK/XnRWhoqBQsWDBZC776h6X6/bBgwQIpUKCAdOjQ4asSlPj4eNm+fbv07t1bI8FIOlTE3NxcXF1dNR6nbgn7dI1Ade9J3rx5pVGjRl88pCap169fS2xsrFSsWFEaNWqk0YK1bNky5frqY8aMkSZNmiT7sTR06FDp3r27xMbGSkxMjNja2krRokWV1/VLBAQEyI4dO+Ts2bPJhteI/L/27jyg5uz/H/jz3SJCiuxMiqRFRPYt+84QytijyZbsk2VorJmyxaDGjOxUjLEMhq+xJEuWki0ly1hCpURa7/P3R7/7/nQVQ9rkPP6Zce/tdt63932/X+ec13mdzABn165d8qzB3r17aWVlxUGDBtHOzo4jR47k6NGjeebMGSoUCl66dIl6enrs2bMnHR0d871Kxse4fPkytbS0OG/ePF69elUOkLNeD3O7m1NERAR1dXW5aNGij56lmDFjBuvWrfufA0nvfh+zFqjPKiEhgfPnz5erWCjduHGDnTp1Yq9evXIsl5j1/wcOHMhatWrJbcp6LHmdS15UfbXB5vnz56mhoSEnV3/oi6D8Qt+4cYPly5enk5MT9+3bl+1G/Sl15979OTKzxIWmpqZ8cfyYm5OjoyPr1q3LiIiI99Ym+9ybXNacGgcHB6qrq8tJ/vPnz5dv+lu3bmWbNm0oSZLKKM/Ro0e5evXqPL0wZp2msLGxYeXKldmpUyd5JCMqKipbkKIcCb506VKOn9Wn5Kelpqbyt99+k0vpZM0bVY6STJ8+Xa5YkJiYyA4dOvD27dvcvHkz16xZw+HDh7Ny5cqMj49nUlIS79+/z7Jly7JSpUrcunVrnpa/uXLlCi0tLfnXX39RoVDw1atX8qIvhUIh3xiUxyVJksqKX2WQMH78eIaEhOSqhBf5/nqsPj4+bNCgAdu3b89JkyaRzByVU9ZjzTqVqtwqcfLkyfICmxs3buR6yvxjplwXLVokL/I7ceKEPHWoDI537drFhg0bqtT0u3r1KkuWLMnp06fneiGXUk7Tjo8fP6auri5nzZpFhULBe/fusVWrVnI1DDLz7xkfH89u3brJszKJiYns3LmzSnH1T11FfeDAAUqSRDMzMwYFBWUr7ZSens4lS5ZQW1tbJaBNTExk//79VTpeZGZtxsWLF+fpyGFAQIC8wvj169f08fGhjo4OHR0dmZiYyAsXLsgrzrPmzu7du5cNGjQgmXl9yc3OMUlJSVy0aBEtLS3ZsGFDSpLENm3ayCkhSUlJ3LFjB7/99lvWqlWL7dq14507d5iYmMg1a9bQxMSE1tbWNDExoa6uLo2NjeX0qqNHj7J9+/Z5khudV4YMGUJJkti/f39GRkaqPPc517GkpCR+88037N+/v8ooeU7vn7Ucm3IfduX2kp/TntTUVF64cEH+W2U9R1etWqUyq/Hu/UP5fTh58iRNTEzYvXt3/v333wwPD8/z8mZF3VcbbD579ozlypVj9erV5Yvh+wIN5WKRuLg4NmnShFWqVMmXBOxt27ZRkiROmzbtg+158+aNnIMVHx9PSZJYtWpV7tmzp0BO4O+//15etb1gwQKVG+y1a9dobGzMKVOm5Hs7lJ/Ptm3bWLVqVXnB07uUX/jIyEhKkkQjIyMGBgZ+9u9/8eIFk5OTWb9+fbZv316eVlQGFj/99BMdHR154sQJebTm+fPn8tR6XFwc9fX1OW3aNJ47d46BgYHs06dPtlSNvGJjY8MSJUqwQoUKNDMzo4mJCRs3bkxzc3OOGTNG7jRER0ezS5cuNDc3l3/2wYMHLFeuHB0dHT9pUcuH6rEqO1Xr1q3junXreP36ddrb29PExERuy7x581i7dm25vJNyakxZa9Hd3T3XZag+Zsr1xYsXfPPmDbt37y4vdHvy5AnNzMxobW0tj3wmJSXRxcWFTZo04c6dOxkfH88HDx589CzFxwoJCVGZHnR3d2fp0qXlPHEXFxeWLl1aJRB5+/YtnZycVG66u3btUklH+FQvX75k3759WbNmTVapUiXH93n8+DHNzc1pZ2en8nhoaKh8Lv3++++53iL0Y3Tr1o36+vrs2rUrly5dymfPnvH06dO8cuUKY2Ji2K9fP1aoUEFldujPP/+UK0DkxoYNG1i5cmV5IOPZs2dctmwZJUli69atmZCQQG9vb7lTdfPmTerq6nLevHnydUJ5HU9LS2NCQgJ79OihMotQlOot3rlzhyNGjJCva3kpLi6OvXv3ppaWljxb9j4+Pj7ygIby3Myr7XoVCgVv3bqVbbT+yZMn2WY13nff7tSpk1xbNC87VV+KYh9s5vSlVD7m4uKiEtxlpTxhIiMj5Qv3o0ePGBAQkOdfdOWFRXlDL1OmjBwA5/S7Hj16JPe2z549Szs7u1z1vj+Vsi0xMTH08vKimpoa27ZtywkTJjApKUk+juDgYLnU0qcKDAzk2bNn5YDmQ5911sB60KBBKit03x3lSk9P599//82xY8fmapu2D1GOoKxevVplBKtRo0ZUU1Nj6dKlWbt2bUZHR/OXX36R88Ru374tjwQPGjTos3KbPsbLly85e/ZsOcCsUKECjY2NqaurS0mSaGBgIAfhx48fZ5kyZTh79myGhYUxMjLykz63j6nHeu7cOblA+tOnT3nw4EGuWLFCJf0jNTWVlpaWtLOzY2RkJK9du8a3b9/Sy8srTzp8/zXlqqyDuXTpUu7Zs4chISH08PDg8ePHqaGhwfnz58s3uMOHD1OSJLZs2VKlzFFeuHDhAnv27MkWLVrQ0NBQXsSWmprKevXqyWkPUVFRHDhwICVJ4oQJE7h7925OmzaNK1eu5Nu3b1W+F6NGjWLFihXp7OycrTbmf7l27RoXL17M58+fy79v1qxZKpU9FAoFd+7cSUmSVKY0Hz16RAMDA9arVy/XI+Qf6+rVqyxRooScg0lmdtaVn0NsbCxbtmxJTU1Njh49msOGDaOrq2uuOgmpqan8/fff5ZHMrNPuqamp/O6776ilpcVjx47RwcFB7pA/efKErVq1opWVlXz9On36tByEP336lI6Ojvn+WeXW69evVYKn3NwfP/Qza9asoSRJ7Nu3b7ZUBOV9+tGjR3JnMDU1NVe1dD+Uh6xs4+LFi7ON1u/evZsNGzbkDz/88N6fi4qK4rx58z57keeXrNgGm++O8CkXhmSd6r5//z7Lly9PNTU1lfzFrBfk48eP55j7mNfbySm/NNOmTZODj6yPZw1i9u/fLycTvzvKVJBD86tWrWLVqlVZp06dz/79sbGxHDduHIcPH86RI0dyypQpKrlU7+sJKi9Sp06dYp06ddinT59s23gqZU17yOv8ue7du9PCwoK3bt3i//3f/7Ffv37s1asXJ0+eLO9YNGzYMG7atEku+u3p6ckLFy4wICAg3wPNrOLj45mWlsanT58yLS2N4eHh3LlzJ/X19eVR6vv379PQ0JC1atX6pFpvn1KP9ezZs4yJieGIESO4ZMkSlW0eMzIy5O/d5s2bWbNmTVavXp3ff/993nwI7/jQlGtsbKzcdk9PT3mlq7Kk2S+//MIbN27wwoULcg7u53j3xhsZGcl58+YxLCyMd+7coZmZGWfNmiWnFihr/iqnaDMyMujh4cGRI0eyR48e2XINld+PadOmsVatWrkO2ocMGcKoqCimpKRwzZo1LFu2LNu2bcvnz5/Ln1dMTAx79OjB1q1b8+3bt0xMTGRISEiuNrnIrYkTJ7JixYrZ8ouVn/OzZ8949OhRLl26NNc5v0oxMTHyhhXt27dXqfTh4+NDSZIYERHBHTt2cO/evbx58yY9PDx44sQJ1qlTh46OjoyJiWFAQACnTJlCU1NTTp069bM3IigIuU0jyyrrbmPKa/Tz58/lzQYWLVqUY07owYMHc7xOfex9+n15yO/KabQ+OTmZ48aNY4MGDbLVl1XKzcYWxU2xDTaVXr58yd69e9PKykolwFB+KXbs2EENDQ1qa2tzw4YNcr7JrVu3OG7cOE6fPp3R0dH5HsRlrQ1Zv359+Yv1bvK6n58f58yZk23RSF4HTx/T1oyMDB46dIjm5uafPbK6f/9+OdC5dOkSnZycePfuXaampnLHjh1csGCByuhpTiZPnsxq1arJi4DeF6Dmx2d15coVampqsm7dunRxcVHJW3r79i0bNGhAXV1dHj58mN26daOmpibbtGlT6KUusn4W48ePl1cK371795MDgk+pxxoQEMCJEycyLS2N9erVy1Y94Pnz5ypbQR46dIg///xzjoss8sqHplzfvn3LZ8+esVu3bvJisrVr17JChQrU09NTKbWSF9LS0uTKAX5+fjxy5AjDwsLo6emp8l1T3nC7devGNm3a8OHDh+/dwvHd705uC8orz5lff/1V/o6dPn2aLVu2ZOnSpdmgQQOVhXjK3Mi2bdtm2wygIERHR7NSpUq0t7eXP9P8vl4qOy9eXl5yPqynp6c8yq8MRlavXi2PZnp4eLBmzZp0c3NjYGAg165dq7IyvTh5t27xixcv2Lt372wrtpV/pzNnzrBr166UJIk9e/bkyZMn+fjxYx47dox2dnacMWPGZ6djvC8P+d1zRTlan7UT988//7Bly5YcM2bMZ7WhOCu2wWZKSgpXrlxJf39//vjjj3R1dX3vSugjR46wffv28uKMTp06sU6dOnlSsPdTglTljePMmTPyloTGxsZ0dnbm6tWr2aZNG44fPz7PV3TnRtbjioiI+Ow2OTk5sXnz5iQzg8RGjRoxKiqKK1asoIWFRY67SigpLwZPnjyhhYUFtbS0OHXq1AIvBTJz5kxqamqqBB7K4GjYsGGsV68eX716xcTExFyX5skLb968kUcBsi4MGTt2rJwL/ClyW4914cKFVCgUdHNzo6GhoTwq+PLlS+7cuZMuLi55sv3fx8ppyjUpKUmeVXjz5g0lSWKvXr24ZMkS+vj48Nq1a++t+vCx3r2Z/fvvv3I5IDIzv9LGxoY7d+5U6WTev39frpepLCTfvHnzbKNg+ZXf98MPP9DX15c//vgjZ8yYwbt37zI8PJympqbU0dGhr68vw8LCuHnzZg4aNKhQR+e8vLyooaEh5/4WxAxQ9+7daWZmxrCwMF68eJGDBw+WO3AZGRlMSkrit99+K5fO2bRpE83MzKijo8O///672C4gyXpcCQkJ8mfh6ekpXxdz6gy8evWKzs7ONDQ0ZLly5dikSROam5ur1Iz9HB+Th6xsc48ePWhtba0ygrlkyRKWLl2agwcPznGjmK9dsQg2czoxjx8/TgMDA+rr67/3ZMx60iclJfHSpUs8efIk9+zZo7LyLbe94M/tPfv5+XHEiBEcOXIk+/fvr7IHdnG7EP3xxx9UV1fnmjVrePHiRblH/+jRI44ePVqeAvvQZ5qUlMQmTZqwcePGKmWPCkp0dDQrVqxIe3t7leA7IyOD/fv3l4OHwqZQKOjs7CxPF92+fZsTJkzgkCFDVKaxPkVu6rFmrR3aunVreVShffv2rFu3LlevXv15B5oL/zXlunHjRpqYmLB69eqfvSc9qXo+KxeHxMXFcceOHXKqTEBAAAcOHJhtOvzkyZPyY0eOHOHgwYPlhUL5SdnmPXv2sEWLFvLCKiXl7mrKXaqUo9mFrWnTpjQyMuLYsWMLZBtA5WxH+/btuWLFimwBiEKhYMWKFWltbc1Zs2bR3d2d165de+8mG1+6d2cWZ8+eza5du8p50ocPH37vSG7Wn01MTOSLFy+y7Rf+uffb/8pDztppCwwMpJaWlsqAlLe392dtq1rcffHBZtag6+zZs/z777/58OFDvnz5kr///nu2wse5GWn8HGlpaVywYAGXL1/OU6dOfdR7/lcbC3LKvKBER0dz/Pjx1NLSYqNGjeS96cnMOorKv6GyPNG7n1F6ejojIiJU6mUWRkDu5eVFdXV1OQf45MmTtLOz45gxYwo0L/O/hIaGUkdHh9WrV6eRkVGe5dB9aj1W5YKku3fvcuXKlWzdujVNTU0LbfrwY6Zc83rxz+PHjzlmzBh6enrK5+z27du5a9cukpmLfoYMGcL69evz3LlzjImJ4c2bNzlgwAB5wUHWqfOCOu+PHj2qUtBaOcrz+PFj2traFpnOFZnZvsGDB1NPT++9Rb3zw9SpU6mtra1SRizrZ7Vv3z62adOGNWvWlP/exVHWczI1NZVbtmyhsbExq1evrrLyf968ef+5W1NO1/688jF5yGRmB3rmzJmsVKkSN2/ezH///TdXO4J9Tb74YJPMTPCeO3cu27ZtSzMzMxoaGso9V0dHR5XCxwXp7NmzdHBw4Pjx49m9e3fq6+vLeyN/CuVJXhyDTCXlMTZt2pSSJLFRo0ZcsmQJMzIyePnyZZUSFg8fPvzPEZy8XsD1KZo0aUITExP27t2b48aNy9YDLyrs7e1z3CUnt3JTj1W5glRJWXO0ML1vyvVTvn/vC/jefY+nT5/KZZxsbW3lPMr79+/zhx9+kKfNDx8+zEaNGlGSJHnhlpWVVbY8tYK8Rpw7d47fffddtsdTUlI+uzB7XouMjGRAQECBpmWQqrMdyvzsd8+NotQJzU+BgYEcO3YsIyMj5fO0V69eVFdX59KlSxkVFcVdu3YVSlmnj8lDzlrQnfxfqcKs31Ph/Yp0sJmenp6tHmJOF3EvLy85aX7BggXs1q2bPL306NEj6urq0tXVNd8CkJyKgaenp3PLli1MTk5mfHw8ly1bxjlz5uTbHrvFxcKFC7l3717WqlWLkiSxXbt2tLGxkVeJxsbG0svLS/77FrV0goyMDNrZ2VFPTy9Pcn7zU34HJp9Sj7WodaTycso1p2M7deoUw8LC5AWAQUFBNDMzo6mpKc+dO8cXL15w7969Kj/74sULTp8+nb179+aoUaOybT1akJTfu6VLl/Kff/6Rd8ARslN2XpT50MrPrqhdu/LSuwHjtWvXaGZmJm+GoOwkHThwgF26dGHFihU5YsQIDhw4sFDXJPxXHvLmzZt5+fJlPn78mMHBwQwLCyu0tn5pimyw+ejRIzo4OLBFixZyYnlOu3vExsbS29ubFy5c4MqVK7lz5055ZESZ2O/u7k49PT1euXKFjx8/ztMvedb3eneHg5EjR3L58uVctWqVSnL8gwcP/rMnVJSK9uaFj/nMjx49ysGDB5Mkw8LCuHTpUhobG8tF621sbNinTx82bdq0yI4WRkZG0s/Pr8BHUIqSgqjHmp8+Z8r12rVrXLduHX/99Vdu376dr1+/zraYzsnJia1atWK1atXYs2dPOeC8cOEC+/Xrx5o1a/KHH36gi4tLtp15SNUyaIV5nQgPD2fNmjXZs2fPPE8tKG6aNWtGQ0NDTpw4sUDyagvLu9f5rOd/cnIyPTw8WKtWLTo4OJDMzEd++PAh9+zZw/bt27NUqVLydqIF6VPykJs1a1Zs82rzU5ENNmNiYrh69WqWKlWK8+fPly+wx48f55o1a+Sk4tTUVFpZWdHV1VVlOjAlJUWl5p2+vj61tbW5bt26fBnh/Pnnn9msWTPa2dnJw+1jxoxR2W1A6ciRI3z69GmOAdi7oyChoaFffOD57jG9e9zKf7u7u8v1RZVCQ0PZpUsX9u7dm5aWljQ1Nf2s3T2EgpeX9VgLQm6mXBMSErhw4UK2aNGCw4YNo76+PjU0NGhpaUkfHx+SmYHhggULePHiRZKZ+WEDBw7kjRs3VN7L0dGRFhYWNDU1/WAQV9ijwcHBwVy0aJGYQvwPGRkZ/O6776inp8dt27YVdnMKxOnTp9mzZ0/26NGD3377rcoI4IYNG1irVi2OGTOGK1as4Jo1a0hmDjAZGxsX6gKbLykP+UtTZINNpQkTJtDc3Fw+CSpVqkQ9PT1aWlrKRaBnzJhBa2trlZ9TKBR0dXXlnTt3ePv2bX733Xe5SsA+cOCA/EXJyMjItjjlyZMnXLhwIdevX8+jR4/SxMSErVq1YkJCAqdMmcLvvvtOJd8wPDycvXv3/s991Q8ePMiuXbty/fr1hZp/mJeWLVv2wa1Bv//+e3bt2lXlBrtnzx551XJe7q0u5L/8qMdaFHl4eLBnz54qWx4+evSIO3bsYJkyZShJEn19fXnlyhVu2bKFoaGh9PDw4J9//il/Rlm/44mJidy/fz8rVqxYqFPl/6UodxiKksLKF80PN27c4MKFC+nj46MyW6e8f2VkZHDr1q10c3Pj+fPn+ffff7NmzZqsVauWXHtVoVDw8uXLrFevHps0acKVK1fK73P16tVCWV+h9CXlIX9pCjXYzOlidffuXZWdRF68eEEjIyOOGzeOXl5ejImJYWBgIDt16sR27dqRzEym19PTY9euXeXix15eXvJuI+8Gax9zkbx+/Tp79OjBatWqcejQodmeV5aIuXfvHvft28eEhAT6+/tzxYoVcnB6/vx5tm7dmjVq1OAvv/zC33//nZMnT862PWbWwCssLIyjRo3isGHDCqQ8R0EIDg7mhAkT+M0333D48OHZnlce//r16ylJEjt37syAgAB6enqyR48evHnzpsrrv/SR3q9JXtdjLUquXLlCa2trSpLEQ4cOyY9nPT/9/PxoYGBAU1NT7tq1i8bGxvTy8lLpbCYkJKjMwig/syNHjvDVq1ciqBMK3atXr7hs2TLa2Niwc+fO1NDQYOnSpeXzVnnOZ2Rk0NHRUWXb14sXL9LMzIwNGzZUCdjOnTvHfv360cbGpmAP5j1EHnL+KjIjm1kLc3fr1o1paWnyPqVr165lmTJlOH78ePn1v//+O2vUqMH169eTzMz9KFeuHNXU1Kitrc2SJUty1apVKiOGHzPtFBcXx/Hjx7Nfv35y+Z39+/fLC3vS0tK4aNEililThhcuXODevXs5ZswYent7q5S3iImJ4Zs3b3j69Gm5hqAkSaxSpYrK1phK8fHxnDt3Lnv16vXZW6YVpnc/4/DwcDo5Ock76vj5+X2wh9i1a1dqaGiwVKlSNDExyZY7IwhFQVpaGg8dOsTVq1ezRIkSdHd3Z0JCgvy88nuQnp7OZcuWUZIkTps2jba2tnR2dlZ5r5iYGC5btkxMRwtF0urVq1m5cmXOnTtXfuzQoUOUJIm6urp8+fKl/HhkZCQ7dOjAs2fPqnSS1qxZw/r163Pfvn0q761QKHj06NEi06ESecj5p1CCzWvXrnH58uXcvn07Dx8+rHKR9ff3Z8WKFWljY0MPDw+5DEHz5s3Zr18/OQD9999/OWLECBobG8sLc86fP881a9bQxcUl2yr2j/Hrr7+ybt268h7JSsqRUX9/f65atYoLFizgvHnzeO3aNV6+fJna2trZth08f/68HAgnJyfLe2BnTe5X2rhxIzt16kQPD48vYso8p+mgrBeLrH/PCxcu8IcffmBwcDBTUlJ45coVxsXFZSvwq/z3q1evGB4erjK6LQhFmYODAytXrqySLkP+7ztx8+ZNtmjRguXLl+e6detYpkwZzpw5k6Ghobx58yZnzpzJn376qTCaLgjv9fbtW27dupVWVlaUJEkOFJX3KAcHB0qSJNd6VapYsSJdXV1VBhWePHlCMzOzXN2XC5LIQ84/BRpsxsfHc9WqVRw6dCg3bdrE/v3708DAgA0bNpSH4zdu3EgzMzOamJio5G4cOHCAVapUoaenpzxkf+jQIVpZWdHR0THHPI+cShLlZP/+/bS0tOTs2bN55MgRdurUiRYWFnIQq1AoGBUVRVtbW0qSxKlTp6pMldnY2LBjx45y4n9sbCx//vlnOfH53V7buwHlvn37CjVP5VOcPHmS7du3l3c3effz3bBhA5s3b05bW1v6+vrywYMH7NmzJ0uUKMFSpUpRT0+PkiTR3t7+o1ZlfgnBt/B1e/jwIXV1dTlq1Cg5r/jd7/zEiRMpSRL9/f25ePFiSpLEUqVKsUKFCqxQoQKPHj1aGE0XhPdKS0uTp5INDQ3ZunVrlZSm7du3U5Ik+THlvWDWrFksW7Ysd+3apfI9GDFiRJEPNovKCGtxVGDBZlxcHIcNG8YNGzaojIxdu3aNderUoSRJ3LlzJ8PDw/nXX3+xadOmKtPmJNm/f382b95cPmETExPZoUMH+SJOqi5K+BipqamcMGECXV1d5cdWr15NPT09zp8/n2TmCZiYmMiwsDAaGRmxV69efPbsmfz68PBwli1bluXKlWPPnj05YMAAWllZZdvyTvleX6qXL1/S09OTVatWpaOjo/x4RkYG4+Li6OHhweXLl/PkyZO0trZmvXr1GB0dzSdPnnDjxo1cv349FyxYwMWLF1NPT4/r1q0rxKMRhLzj7u5OLS2tbHvLKztLAQEBlCRJvnb5+fnR1dWVjo6ODA0NLfD2CsLHUN6vlOfv0qVL5Xvr5MmT5U0bss7YRUdHs379+qxatSoXLVrEt2/fctOmTXR0dCwWi6SE3Mn3YFN5svr7+3PkyJHy4xkZGfLo4P79+2loaMhvvvmGQUFBJDO3+bKwsFAJ2K5fv04DAwP++OOPvHnzJv/991/+9ttv8grn3Dpz5oy8cweZ+WXp168fq1SpIu+LqkzoP378OCVJ4tatW1VGN48dO8bhw4fTyMiINWvWLJR9nQvCs2fP6OzsTAsLC5W9oV+8eEF/f38mJCTw8OHDXLZsmbxaUaFQZBuhnD17tgg2hWIjKSmJpqam7NChQ7Y9sEnyl19+YYUKFbKVOVLKaQtWQSgoFy9elAutv+88bNu2LY2NjRkcHMx9+/ZRX1+fgwcPluvEkv8b5ImKiuK4cePkhUHu7u5MTEzM/wMRiqwCG9m0s7OTa04qAw/lSZ2enk53d3eWKFGCTk5OJMlLly7RxsaG/fv3Z3p6upxD4ejoSEmSOGPGDJWE/PT09FxfrNPS0uTV5Vl7cjVq1FBZia58rnPnzmzUqJHKijule/fuqeR7FMcbSHh4OLt06cLu3bvLBfSPHDnCUaNGcd26dSodhMTERD59+pSXLl3ili1beOPGDe7cuZPTpk0rsoXZBSE39uzZQ0mSuGbNGnkER3nzdXJyUulsk1/HNrRC0fbmzRt6eHjQzMzsvaUBlYMqYWFhclHzmTNn0t7enrq6uqxQoQJHjx6tcj9U3hdiYmJU1jOIc/3rVSAjmykpKbSwsJDL3mQNwJT/Hx4eThsbG1aoUEEOIpctW0YzMzNu2bKFjx8/5u3bt7l48WKuXbs22+/Iy/aSmYtcxo4dSx0dHXlrROXoZmRkJNXV1bl8+XLevn07x72cPyf4LWwBAQG8ffs2yczjUF4gsh7P2rVraWFhIdfAvH//PrW1teW8VaWIiAiuXLmS6enpHDZsGLW1tenm5pZttyVBKA66detGExMTXr58WX5s79697Nq1q/zYl3pdEIqflJQUHjp0iPr6+hw0aJC8duDdc1R5Dxg/frxKqa8nT55w5syZrFq1qlx+0N7enhs2bFAp7/VuHWnh61MgI5vJyck0MjKitbW13MvJ6cRTJs7/9ddfJDO3dRwwYAC1tLRoZGTE+/fvq/xcfvWSlO8bGBhICwsLtm7dWn5OmZsycuRISpJEBwcHxsbG5ks7CpqynEuNGjXYu3dvkqqfcdb/j46Opp2dHZs3by6XNbKzs2PDhg3lElAJCQn09vaWV9pev35dpfcrLj5CcXP58mVqaWlx0aJFPH36NOfMmcNJkyYxJCSksJsmCO+1detWVq9eXa6g8i7ltf/169csU6YMO3TooLJY6MGDB1y7di2NjIw4c+bMAmmz8GUpsGn00aNHU1tbO8etBpUncnBwMCVJUtmZIDo6Wt51Q6kge0k//fQTdXR06O3tTTIzcE5KSuK8efPo6elZIG0oKAqFgjdv3uS4ceNYuXJlOSczMjKSzs7OnDp1Ko8dOyaXo9q9ezetrKw4efJkkplTJlWqVKG2tjY7d+7MgQMHsmHDhty+fbvK71HuxCQIxdF3331HSZLYsmVLlVXmonMlFGVdunShjY2NnN70vioqq1atoiRJ9PLyUnmcVC2LJ853IasCCzYPHz7MMmXKsHv37rx16xZJZqu1GBUVRTMzs/ducl+QAYryd4WHh7Nz586sVasWjx49Ku9VnnX1XXHb0ebOnTu0tbVl48aNGRcXx44dO7JevXqsWLEi9fT0OGHCBJKZF5YJEybQ0tJSTjU4c+YMnZycaGxszGrVqtHNza0wD0UQCtSdO3c4fPjwbHUzRedKKEpymrE6f/48q1Spwp9++kmeAs8p5Y0kLSwsqKOjw++//z7bDm9isZuQEzUUkNatW8POzg5HjhyBj48PSEJNTQ0ZGRkAAEmScOPGDbRr1w7GxsbZfl75+oKi/F1169ZFgwYN8ODBA2zatAmVKlWCuro6NDU1wcxgHerq6gXWrvyiUCjk/zc2NoatrS1evnwJZ2dn2NnZ4dSpUwgLC4O9vT18fHxw4MABlChRAgMGDEDZsmXh6+sLIPPvvGHDBhw/fhy3bt3C/PnzAWT+/QShuKtWrRrWrl2LefPmAYB8fSvIa5cgvI/yOq+mpoaEhARERETI52azZs3Qp08fBAQEIDAwEEDmfVlJkiT5Om5paQk1NTXY2NjA1NRU5Xeoqamp/JwgAECBFnW/f/8+GzduTEmSOGvWLJURwcOHD7NPnz48fvw4yaIxBJ+RkcGYmBj+/PPP3LFjR2E3J9/klAcbHR3N8ePHs3z58nI5KjKzpMWAAQPYsmVL+bGff/6Zurq6tLOzkxcWKX3JC6UEIbfEggihKDt06BBbtWpFCwsLzp49W3786dOnNDQ05NixY9+7QcHt27f5559/FrsZPSF/FWh328DAAH5+fhg6dCjWrl0LS0tLrFy5EuPGjUNQUBCWLFmCjh07AkCR6BmpqalBV1cXM2bMwODBgwH8b6SiOJEkCQkJCXBzc8PmzZuRmJiIypUro3fv3qhRowa2b98OIHN00tDQEP369YO+vj6eP38OAKhcuTLKlCmD3r17w8TEROW91dXVi8TfUhAKkiRJ4rwXCp1Cocg2q7RixQoEBwdj8+bNGDVqFJYuXYrLly8DAKpUqYKxY8fi8OHDOHbsGIDs92ITExP06dMH6urqSE9PL5gDEb54Et89EwtISEgIIiIikJSUhPLly6N3794A/jfdWtQu1CSLXJs+VUpKCt68eYPy5ctDoVDI0ycBAQG4ePEinj59isDAQDRu3BgBAQF48+YNPD09sWHDBvzxxx9o3rw5AODUqVOYPHkyrl69CgB4+vQpKleuLKYKBUEQiqCEhASUK1cOsbGxsLGxwS+//IK2bdvi4sWLsLe3h4mJCQ4dOgQ1NTWQRIsWLWBoaAgXFxfUr18fpUuXLuxDEL5whRYdNGzYEAMHDsSIESPkQFOhUBTZEYGi2KZPlZqaipkzZwLIHLVNTU1FXFwc/P39MWPGDGzduhVTpkzB3r17cf78eZQuXRrdu3eHubk5fvrpJ/l90tPT4eLiIv+7atWqKvm3giAIQuHImn+flpaGadOmoXPnznj8+DEqVKgAa2trXL9+Hbdu3cL+/fvh7OyMY8eOISAgAEDmvW7GjBnYvXs35s2bh5iYmMI6FKEYKbSRzayKw6hhUaccybS0tETXrl1Ru3ZtmJmZoXr16jA2Nsb169dhaGgIDw8PbNu2Ddra2ggJCQEAeHl5Yfbs2Zg4cSLi4+OhoaEBZ2fnbFPmgiAIQtFx9+5dLF68GOfPn4etrS0WLlyIlJQUaGlpYePGjWjWrBnq16+P0aNH4/z58/jtt99QpUoV3LhxA0FBQZgzZw60tbUL+zCEYqBIzHuKQDP/ZF19GBUVhbS0NHh7e0NTUxNt27ZF7dq14efnB01NTfzxxx9o1aoV1q5di/DwcGzcuBEA0LJlS6xcuRLJyclo0qQJ1q5dKwJNQRCEIuj//u//MGLECNy4cQO1a9fGb7/9BhsbGxw6dAhXrlyBlpYWwsPDsWXLFpiZmSE1NRX6+vq4desW+vfvj4SEBPTs2ROLFy+Gtra2mLES8oRGYTdAyB/K0eKseZRv3rzB0KFD4efnh4sXL2L06NFQKBSwtbVFZGQkzpw5g/Xr1yMuLg5NmzaFq6sr3r59CwcHB1hbW6uMQGfN+RQEQRAKXkZGhkrpvcjISOzZswdbt26FqakpDAwMUKZMGXz77be4evUqvLy84OvrCy0tLQQGBuKnn35CgwYNYGJignPnziE2NhYNGjSQ34/FpLSfUPhEtFBMKYPC48ePw8nJCStXrkSpUqUwZ84cDBkyBH/++SdOnjwp10S7fPmyXFstJSUF7dq1Q40aNRAUFCTXE81aZ00EmoIgCIVDeR1WV1dHWloa9u7di/j4eBgYGGDdunVwdXXFqlWrEBYWBgDo0qULOnTogKtXr+LAgQOoXr06Zs6ciRUrVuD777+HpqYmmjVrhh49eqj8HjHrKOSVIpGzKeS95ORkeHp64uHDhzA3N8fMmTPRq1cveHt749mzZ5gyZQrS0tLwzz//AAD++OMPjB49GvXq1YO2tjZGjx6Nvn37inwdQRCEIurSpUsYMGAAYmJiULduXaxcuRLt2rVDRkYGKlasCFtbWyxZsgQVK1bE7du3MXToUCQlJWH16tXo3LkzgoKCYGZmBl1d3cI+FKGYE8NTxUjWfkNMTAwaNGgAHx8fNGvWDGPHjsWoUaOgr68Pc3Nz2NnZ4e7du3JeppqaGnx8fKCuro4OHTpg8ODBcqApcnYEQRCKjpCQEKxfvx4vX77Ehg0bcOnSJURHR8Pb2xuRkZFQV1eHu7s7tm7digsXLgAAnj17hmrVqkGhUODevXtIT09Hy5YtoaurK67xQr4TI5tfsA+t4j9x4gTWr18PGxsbVKhQAX369IG2tjaSk5Px4sUL6OjowMnJCf/88w+cnZ3RqFEj9OjRA2lpadDU1PzP9xcEQRDyX3p6OjQ0/re8IiYmBsuWLcPy5csxYMAAbNy4ETo6Oti2bRtcXV0xd+5cjB07FgBgbW2N+Ph4DBo0CCkpKbCzs4OGhgYaNWpUWIcjfKXEyOYXTBkI3rlzBydOnEBISAicnJxw6tQplChRAsnJyahTpw7s7e3lUUo1NTWcPHkS5cqVw/Tp09GhQwf89ddfqFOnDgBAU1NT3nVCBJqCIAiFSxlo3r17V145/u2336J37964desWdHR0AABDhw6Fqakp/Pz8EBwcDADYtGkTmjVrBl9fX2hqaqJp06ZyoCnGmYSCJEY2v2ApKSn49ddfAWTuELFhwwZYWVlh//79iIyMxNy5c1GuXDmsX79e3hni559/hoaGBqZNmwYAKiOZgiAIQuHL2tk/efIk+vXrB11dXXTs2BEbN26EQqFASEgI2rRpg4ULF2Lq1KkAgKCgIAwePBjjxo2Dra0tjI2NkZqaitTUVJQpU6YwD0n4yonSR0XUrVu3UK9evWylhrJehK5evYqYmBi4ubkBACpVqoTJkyfj2LFj6Ny5M1q1aoWlS5fi4cOH6NSpkzyquWDBAvn3KAPNd0toCIIgCPlHOT2e0yySJEmIjIzE1atXoaWlhfXr1+POnTtwc3ND8+bNMWbMGJibm2PChAlYvHgxBg8ejKpVq6Jly5Zo2LAhZs+eLe8YV7JkSZQoUaJI79AnFH9iGr2IOXz4MCpWrIjdu3dDkiRkZGSAZI6lhoKCgrBlyxYAmT1hR0dHGBoa4siRIwCAYcOGwd3dHWfPnsWMGTMwbdo06OrqwtzcPNt7iUBTEAShYISEhCAgICBbSTml27dvY9asWXB2dsbZs2dhb28PFxcXODs748cff0RcXBy0tLTw/fffQ0dHB8uXL0dGRgYSExPRokULbNy4EfPmzUPJkiXl91SWuROEwiCCzSLk1atXuHPnDpo0aQI7OzsAmUGgJEm4du0a7O3tMXr0aHkFecOGDZGYmIgNGzbIF5ERI0agb9++AABdXV0MHz4cYWFhOHPmDK5evYqdO3eKckaCIAiF6MqVK5g3bx6WLVsGIHs9y8qVK6Nly5bQ0dFBfHw8AKBcuXIYN24cAGDRokUAgDp16mDGjBlYsWIFxowZgzdv3sDV1RUODg4AVPdJF4TCJKbRC1nWKRQdHR24uLggJiYG586dg6mpKRQKBXx9fREWFgY7OzusWbMGf/31FwwNDdG4cWOMHTsWK1asQHJyMmrXro309HTo6+vjxIkTuHnzJpycnGBgYAADAwP59ykUCjGSKQiCUMCU1/umTZsiMjISs2fPxtOnT+Hs7Iw6derI6Ux6enqYNGkSoqOjcfjwYRw5cgTdunWDoaEhZs6ciblz52LixImoUaMGSGLAgAFwc3NDlSpVVH6P2HxDKCrEAqFCtGnTJlSvXh2dO3eWp8zV1dURHByMQ4cOYc6cOdDU1MSePXvQv39/3Lt3D5s3b4aZmRkGDhwoX0j8/f1x8OBBdOrUCdra2vj9999x+PBhWFpaYvjw4bC1tZWDTUEQBKHwkER0dDT8/f3x6tUreHh4wMjICAEBATAyMoIkSfLCzcuXL2P69OnQ09ODv78/1NXVkZiYiEaNGuHly5fw9vZG165d5cU/YhthoagSZ2UhOHr0KAwMDODk5KQysqkcbUxMTESlSpWgqamJiIgI/Pbbb1izZg0CAwMxYcIE2NnZQU1NDVevXgUANG7cGDdu3MDhw4fh5OSE169fIyIiAsHBwShTpoxK3o4gCIJQeCRJQmpqKs6dO4e5c+fC19cXiYmJ6N+/PzZt2gTgf+WOGjdujO7duyMiIgJ+fn4AgBcvXqBRo0Zwc3ODra2tHGhmZGSIQFMossSZWcCSk5Nx/vx5tGrVCmpqavDw8JBroinVqVMHBw4cwJs3b2BsbAw1NTU8evQIw4cPR6VKleTX/f3333j58iXKly+Pnj174sKFC9i9ezdOnTqF2rVrQ11dHU+ePMHjx48L+jAFQRCEHJCEgYEBzM3NERoain79+uHEiRN4/vw5xowZA29vb8TExMivHzFiBGrXrg1nZ2d4eXlBV1cX27dvx8SJE+X3A8QiT6FoE8FmAStZsiTmz5+PHTt2YPny5QgLC8O3336Lffv2ycnc33zzDdq1a4eoqCgAQK9evbBz506EhobK73Ps2DHcu3cPpUuXhq6uLiZOnAhXV1d07NhRfs3169ehr68vdosQBEEoIiRJwtu3b6GtrQ0LCwuEhobil19+wahRozBq1Cg4Oztj3LhxSE9PB5BZ0q5kyZKoU6cOevbsifLly0NDQ0NsviF8UcQCoUI0YcIENGnSBGPGjMGQIUPg4uKCJUuWIDk5GU+fPkXFihUBAJ07d8bu3bvRpk0b9OjRA7Vq1UJoaChat26NEiVKAABu3ryJvXv3wsrKCmXLloWvry8CAgLkmprioiQIglA0lCpVCq9fv0b79u3RqFEj2Nraok2bNgCAqlWrwtvbG61atULjxo0xdOhQeHh4oGbNmirvIabMhS+JWCBUBERFRcHNzQ3btm2Dvb091qxZg507dyItLQ1TpkwBADx58gROTk64fPky4uLi0KxZM2zZskVl4U+1atWgra0NSZJQoUIFrFu3ToxqCoIgFCHKjn9wcDCOHz+OWbNmAfjfxhqxsbEYMGAAgoKC4ObmJj+f9TWC8KURI5uFjCSMjIzg7e0NMzMzuLm54caNG3BwcIC+vj6AzC0lq1WrhoCAAMTGxuLFixdo0KCB/PPKUkbBwcFISEjAmzdv0KRJk8I8LEEQBCEHyhmm+/fvQ0tLC4DqtsEKhQKjRo3Cnj17UL58eZWfFYGm8KUSI5tFjL+/P9zc3HDr1i04OjrC29v7veUsRC9XEAThy5SYmIgpU6Zg9erVKF26dI6vUa4wFylQwpdOJH0UEcqYf+DAgdi/fz86duyIf//9F8+fP39vbo4INAVBEL5cpUqVwsKFCxEREZHj88od5AThSyeCzSJCeUFRKBSoXbs21q5di+nTp4samYIgCMXQ1atX4e/vDz09PRgbGxd2cwQhX4lpdEEQBEEoYC9fvkRGRoacmy8IxZkINgVBEAShkCgUCkiSJKbLhWJNBJuCIAiCIAhCvhE5m4IgCIIgCEK+EcGmIAiCIAiCkG9EsCkIgiAIgiDkGxFsCoIgCIIgCPlGBJuCIAiCIAhCvhHBpiAIgiAIgpBvRLApCIIgCIIg5BsRbAqCIAiCIAj5RgSbgiAIgiAIQr7RKOwGCIIgfAmCgoKwcuVKlChRAtra2lAoFGjcuDFCQ0Mxa9Ys1KpVq7CbCACwsbFBREQEzM3NoaamhqNHj8LIyAjGxsZITEzEhQsXsHHjRowcObKwmyoIwldCBJuCIAj/Yfny5Vi5ciUOHTqEBg0ayI97e3vDx8cHs2bNKsTWqapbty4OHTqE0qVLAwAkScLgwYOxaNEiAMD+/fsRFxdXmE0UBOErI4JNQRCEDzhy5AimT5+OgwcPqgSaAODk5ISrV68WUstyNnToUDnQzEmfPn1w6tSpAmyRIAhfO4kkC7sRgiAIRVXDhg0RHx+P+/fv5/j8rVu3ULZsWdSoUaNgG/aRJEnCnDlz5JFNQRCEgiYWCAmCILxHeHg4QkND0aZNm/e+xtTUVA40FQoFli5diunTp2PQoEHo0qULbt++DQAICwuDtbU1JEnC/Pnzoeznb9q0CYaGhvII6b179zBjxgwMGzYM5ubmWLp0KQDgzp07cHFxQcOGDXHq1ClUrVoV48aN++RjSkpKwoABAyBJErp27YpHjx4BACIjI2FmZgYXFxeEhobC0dERPXv2xKlTp2BsbIzKlStjyZIlKu914sQJTJkyBf369YOlpSUOHjz4ye0RBKH4E9PogiAI73Hnzh0AQOXKlT/q9bNnz0ZGRgY8PT0BANOnT4eNjQ1u376N+vXrw9fXF/Xr10fTpk0hSRIA4JtvvoGbmxusrKyQlpaGH3/8Eb6+vtDQ0EBgYCDatGmDmjVromXLlrh//z4eP36M0NBQTJs2DSVLlvzkY9LW1sa2bdsQHByMunXryoFynTp1UL16daxYsQJRUVG4fv06Xr58iaCgIPj5+cHd3R1z5syBpaUlevXqhYiICBw9ehQrV64EACxatAgDBgzAjRs3ULt27U9ulyAIxZcY2RQEQXiPxMREAECJEiX+87WxsbFYsWIF+vfvLz82c+ZMxMbGYvXq1QAACwsLtGrVCr6+vvJr9u3bh0GDBgEAdu3ahUePHsHT0xPu7u44ffo0OnbsiOjoaBgZGck5o+PHj8f06dMxceLEXB1XyZIl4eLigu3bt+PNmzcAgJCQEFhbW0NdXR3GxsaoW7cuypUrh1mzZsHKygre3t4oW7YsfHx8AADu7u548eIF3N3d4e7ujoSEBLRu3RpRUVG5apMgCMWXGNkUBEF4j5o1awIAnj179p+vPXv2LNLS0lCuXDn5sUqVKqFmzZoIDg6WHxs7diwcHBzw7NkzlChRAqVKlUKpUqUAZE6116tXD66urvLrZ8+eLf+/mpoaSpcuDQ2Nz790jx49GvPnz8fmzZsxfvx4bN68GWPHjpWflyRJbhcA6OrqwsrKCnfv3pXbOnXqVNjb2392WwRBKN7EyKYgCMJ7NGnSBLq6ujh9+vQHX5eeni7nYL4bmFapUgWampryvwcOHAgdHR1s2rQJ27dvx9ChQ+XnUlJScPny5WzvHxMT8zmHkaNy5cph5MiRWL16NVJTU3Hv3j2YmJh88GcqVaoELS2tAm+rIAhfNhFsCoIgvEfJkiUxbdo0REZGwt/fP8fXBAYGIiwsDI0aNYK6ujpOnjyp8nxsbCw6dOgg/1tLSwsjR47Er7/+imvXrsHS0lJ+ztzcHJcuXcKBAwfkx+Lj47Fnz568PbD/b9KkSYiIiMCkSZPQvXv3bM9nZGSo/Ds6OhqtWrWS2+rj44PHjx/LzwcFBeHWrVv50lZBEL5cItgUBEH4gFmzZqFv374YNWoUduzYAYVCIT/3119/ITIyElZWVqhZsyYcHBywceNGuWh6aGgo0tPT4eDgoPKeTk5OuHfvHpo1a6by+JAhQ1CjRg3Y2dnhhx9+wNq1a9G/f3/069cPQOZq95SUlI9u+9u3b1X++y5jY2P06NEDmzdvznE6PCIiAsnJyQAyV8mHhYVhypQpAIAZM2bg9evXaNGiBTw8PLB06VIsX74crVu3/uj2CYLwlaAgCILwQRkZGVy/fj2tra1pZGTErl27csSIETx48KDK65KTkzlp0iRaWVlx7NixHD16NB88eJDje/br14+vX7/O9vj169fZtm1blixZko0bN+alS5dIkoGBgaxfvz4BcN68eUxISPhgm69du8ZJkyYRAA0MDLht2zampKRke92RI0dob2+f7fERI0awTp06nDBhAufMmcO+ffvy9OnTKq/5448/aGJiwjJlyrBv3758/vz5B9skCMLXSRR1FwRB+Ipt2rQJ1apVQ9euXVUeHzlyJO7fv58tLUAQBOFTiWl0QRCEr9jRo0fRuXPnwm6GIAjFmCh9JAiC8JXx9fXFqVOnULJkSbRv3x5qatnHHdLT05GWllYIrRMEobgRI5uCIAhfmcjISOzduxf6+vpwcnLK9vzOnTtx8uRJhISEqBSgFwRByA2RsykIgiAIgiDkGzGyKQiCIAiCIOQbEWwKgiAIgiAI+UYEm4IgCIIgCEK+EcGmIAiCIAiCkG9EsCkIgiAIgiDkGxFsCoIgCIIgCPlGBJuCIAiCIAhCvhHBpiAIgiAIgpBv/h+G8XKr0I3cLQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 750x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import rasterio\n",
    "from rasterstats import zonal_stats\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import fiona\n",
    "year = 2008\n",
    "reclassified_raster_path = fr'{root_dir}\\Data\\Rasters\\Land_Cover\\Reclassified\\Land_Cover_{year}.tif'\n",
    "if year != 2008:\n",
    "    print(\"WARNING! The selected year does not match the expected value for this analysis type, please confirm.\")\n",
    "\n",
    "font_properties = {\n",
    "    'family': 'Times New Roman',  # Choose font family (e.g., 'sans-serif', 'serif', 'monospace')\n",
    "    'style': 'normal',  # Choose font style (e.g., 'normal', 'italic', 'oblique')\n",
    "    'weight': 'normal',   # Choose font weight (e.g., 'normal', 'bold', 'light')\n",
    "    'size': 12          # Font size\n",
    "}\n",
    "\n",
    "unit= \"Ha\" #\"Ha\" \"Acres\"\n",
    "# Load data\n",
    "cover_df = pd.read_csv(fr\"C:\\Users\\twk54\\Desktop\\Projects\\INFEWS_Solar\\Tables\\temp\\remapvalues.csv\")\n",
    "\n",
    "feature_class_name = \"Detected_Sites_2024\"\n",
    "layers = fiona.listlayers(gdb_path)\n",
    "color_mapping = {\n",
    "    'Annual Row Crops': '#f1c41f',\n",
    "    'Hay': '#fff85f',\n",
    "    'Alfalfa': '#93d9d3',\n",
    "    'Other crops': '#ffac00',\n",
    "    'Tree Crops': '#a8df45',\n",
    "    'Barren': '#939973',\n",
    "    'Mixed Forest': '#00aa83',\n",
    "    'Forest': '#4b9f2d',\n",
    "    'Evergreen_Forest': '#00a900',\n",
    "    'Pasture': '#7ff43e',\n",
    "    'Shrub': '#c39251',\n",
    "    'Wetland': '#78992f',\n",
    "    'Developed': '#adadad',\n",
    "    'Fallow': '#8f4f51',\n",
    "    'Other Crops': '#f2aa84',\n",
    "    'Vegetables & Fruits': '#ea5f48',\n",
    "    'Water': '#5d74e9',\n",
    "    'All_FAL': '#999999'\n",
    "}\n",
    "# Load the feature class from the geodatabase\n",
    "polygons = gpd.read_file(gdb_path, layer=feature_class_name)\n",
    "\n",
    "\n",
    "raster = rasterio.open(reclassified_raster_path)\n",
    "\n",
    "# Create a master DataFrame to store results for all scenarios\n",
    "master_df = pd.DataFrame()\n",
    "\n",
    "\n",
    "# Calculate zonal statistics\n",
    "stats = zonal_stats(polygons, reclassified_raster_path, stats=\"count\", categorical=True, nodata=raster.nodata)\n",
    "stats_df = pd.DataFrame(stats).fillna(0)  # Convert to DataFrame and replace NaN with 0\n",
    "stats_df.columns = [str(col) for col in stats_df.columns]\n",
    "stats_df.rename(columns={col: int(col) for col in stats_df.columns if col.isdigit()}, inplace=True)\n",
    "if unit == \"Acres\":\n",
    "    graph_name = f\"LandCover_Existing_acres\"\n",
    "    cell_size_ha = 0.222395\n",
    "if unit != \"Acres\":\n",
    "    graph_name = f\"LandCover_Existing_2024_(wide)\"\n",
    "    cell_size_ha= 900 / 10000\n",
    "# Convert cell counts to hectares\n",
    "\n",
    "stats_df *= cell_size_ha\n",
    "\n",
    "# Rename columns based on cover_df mapping\n",
    "rename_dict = cover_df.set_index('New ID')['New Classes'].to_dict()\n",
    "stats_df.rename(columns=rename_dict, inplace=True)\n",
    "\n",
    "# Merge with polygons\n",
    "polygons = polygons.join(stats_df, rsuffix='_zonal')\n",
    "\n",
    "# Paths for reading and saving\n",
    "\n",
    "graph_path = fr'{root_dir}\\Writing\\Figures\\Graphs\\{graph_name}.jpg'\n",
    "\n",
    "# Load the CSV file\n",
    "polygons_df =polygons\n",
    "\n",
    "# Extract the valid land cover types from cover_df\n",
    "valid_cover_types = cover_df['New Classes'].tolist()\n",
    "\n",
    "# Filter the columns in polygons_df based on these valid cover types\n",
    "filtered_columns = [col for col in polygons_df.columns if col in valid_cover_types]\n",
    "\n",
    "# Sum the areas for each valid cover type\n",
    "area_sums = polygons_df[filtered_columns].sum().fillna(0)  # Replace NaN values with 0\n",
    "\n",
    "# Remove the '_area_ha' suffix from the column names for display purposes\n",
    "area_sums.index = [idx.replace('_zonal', '') for idx in area_sums.index]\n",
    "\n",
    "# Sort the area sums in ascending order for better visualization\n",
    "area_sums = area_sums.sort_values()\n",
    "\n",
    "# Ensure the 'order' list includes all cover types present in 'area_sums'\n",
    "order = ['Water', 'Shrub', 'Wetland', 'Other Crops', 'Barren', 'Fallow', 'Vegetables & Fruits', 'Tree_Crops', 'Developed', 'Hay', 'Alfalfa', 'Forest', 'Pasture', 'Annual Row Crops']\n",
    "# Reorder the 'area_sums' based on the 'order' list\n",
    "ordered_area_sums = area_sums.reindex(order).fillna(0)  # Replace NaN values with 0\n",
    "display (ordered_area_sums)\n",
    "ordered_area_sums['Alfalfa_FAL']=ordered_area_sums['Alfalfa'] * fal_proportions.loc[\"Alfalfa\", \"Proportion\"]\n",
    "ordered_area_sums['Row Crops_FAL']=ordered_area_sums['Annual Row Crops'] * fal_proportions.loc[\"Row Crops\", \"Proportion\"]\n",
    "ordered_area_sums['Hay_FAL']=ordered_area_sums['Hay'] * fal_proportions.loc[\"Hay\", \"Proportion\"]\n",
    "ordered_area_sums['Tree Crops_FAL']=ordered_area_sums['Tree_Crops'] * fal_proportions.loc[\"Tree Crops\", \"Proportion\"]\n",
    "ordered_area_sums['Pasture_FAL']=ordered_area_sums['Pasture'] * fal_proportions.loc[\"Pasture\", \"Proportion\"]\n",
    "ordered_area_sums['Fallow_FAL']=ordered_area_sums['Fallow'] * fal_proportions.loc[\"Fallow\", \"Proportion\"]\n",
    "ordered_area_sums['All FAL'] = ordered_area_sums['Alfalfa_FAL'] + ordered_area_sums['Row Crops_FAL']+ ordered_area_sums['Hay_FAL']+ordered_area_sums['Tree Crops_FAL']+ordered_area_sums['Pasture_FAL']+ordered_area_sums['Fallow_FAL']\n",
    "# Filter out '_FAL' values except for 'All_FAL'\n",
    "graph_data = ordered_area_sums[~ordered_area_sums.index.str.endswith('_FAL') | (ordered_area_sums.index == 'All FAL')]\n",
    "\n",
    "# Sort the graph data in ascending order, excluding 'All_FAL'\n",
    "graph_data_sorted = graph_data.drop(labels='All FAL', errors='ignore').sort_values()\n",
    "if 'All FAL' in graph_data.index:\n",
    "    graph_data_sorted = pd.concat([graph_data_sorted, graph_data.loc[['All FAL']]])\n",
    "\n",
    "# Assign colors to the ordered cover types, defaulting to black if not found\n",
    "colors = [color_mapping.get(idx, '#000000') for idx in graph_data_sorted.index]\n",
    "\n",
    "# Check if colors array contains invalid or empty entries\n",
    "if not all(colors):\n",
    "    raise ValueError(f\"Color assignment failed. Some cover types might not have valid colors: {colors}\")\n",
    "\n",
    "# Plot the bar graph\n",
    "plt.figure(figsize=(7.5, 5.5))\n",
    "graph_data_sorted.plot(kind='bar', color=colors, width= .89)\n",
    "\n",
    "plt.xlabel('Cover Type', fontdict=font_properties)\n",
    "plt.ylabel(f'Area ({unit})', fontdict=font_properties)\n",
    "plt.xticks(rotation=30, ha='right', fontproperties=font_properties)\n",
    "\n",
    "# Adjust y-limit\n",
    "plt.ylim(0, 1700)\n",
    "\n",
    "# Add labels to each bar\n",
    "for i, value in enumerate(graph_data_sorted):\n",
    "    plt.text(i, value + graph_data_sorted.max() * 0.02, f'{value:,.0f}', ha='center', va='bottom', fontproperties=font_properties)\n",
    "\n",
    "# Save the plot as an image file\n",
    "plt.savefig(graph_path, dpi=300, format='jpg', bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "# Close the plot to avoid overlap in the next iteration\n",
    "plt.close()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clean up temp Directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "raster.close()\n",
    "os.remove(reclassified_raster_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Land Cover Percentages 2022 vs 2024"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import rasterio\n",
    "from rasterstats import zonal_stats\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import fiona\n",
    "\n",
    "year = 2008\n",
    "reclassified_raster_path = fr'{root_dir}\\Data\\Rasters\\Land_Cover\\Reclassified\\Land_Cover_{year}.tif'\n",
    "if year != 2008:\n",
    "    print(\"WARNING! The selected year does not match the expected value for this analysis type, please confirm.\")\n",
    "\n",
    "font_properties = {\n",
    "    'family': 'Times New Roman',\n",
    "    'style': 'normal',\n",
    "    'weight': 'normal',\n",
    "    'size': 12\n",
    "}\n",
    "\n",
    "unit = \"%\"  # or \"Acres\", \"Ha\"\n",
    "# Load data\n",
    "cover_df = pd.read_csv(fr\"C:\\Users\\twk54\\Desktop\\Projects\\INFEWS_Solar\\Tables\\temp\\remapvalues.csv\")\n",
    "feature_class_name = 'Detected_Sites'\n",
    "feature_class_name2 = \"Detected_Sites_2024\"\n",
    "layers = fiona.listlayers(gdb_path)\n",
    "color_mapping = {\n",
    "    'Annual Row Crops': '#f1c41f',\n",
    "    'Hay': '#fff85f',\n",
    "    'Alfalfa': '#93d9d3',\n",
    "    'Other crops': '#ffac00',\n",
    "    'Tree Crops': '#a8df45',\n",
    "    'Barren': '#939973',\n",
    "    'Mixed Forest': '#00aa83',\n",
    "    'Forest': '#4b9f2d',\n",
    "    'Evergreen_Forest': '#00a900',\n",
    "    'Pasture': '#7ff43e',\n",
    "    'Shrub': '#c39251',\n",
    "    'Wetland': '#78992f',\n",
    "    'Developed': '#adadad',\n",
    "    'Fallow': '#8f4f51',\n",
    "    'Other Crops': '#f2aa84',\n",
    "    'Vegetables & Fruits': '#ea5f48',\n",
    "    'Water': '#5d74e9'\n",
    "    # Removed FAL-related color entries\n",
    "}\n",
    "\n",
    "# Load the feature class from the geodatabase\n",
    "polygons = gpd.read_file(gdb_path, layer=feature_class_name)\n",
    "\n",
    "raster = rasterio.open(reclassified_raster_path)\n",
    "\n",
    "# Create a master DataFrame to store results (if needed later)\n",
    "master_df = pd.DataFrame()\n",
    "\n",
    "# Calculate zonal statistics\n",
    "stats = zonal_stats(polygons, reclassified_raster_path, stats=\"count\", categorical=True, nodata=raster.nodata)\n",
    "stats_df = pd.DataFrame(stats).fillna(0)\n",
    "stats_df.columns = [str(col) for col in stats_df.columns]\n",
    "stats_df.rename(columns={col: int(col) for col in stats_df.columns if col.isdigit()}, inplace=True)\n",
    "\n",
    "# Determine unit conversion factor and set graph name accordingly\n",
    "if unit == \"Acres\":\n",
    "    graph_name = \"LandCover_Existing_acres\"\n",
    "    cell_size_ha = 0.222395\n",
    "elif unit== \"Ha\": \n",
    "    graph_name = \"LandCover_Existing_2024_(ha)\"\n",
    "    cell_size_ha = 900 / 10000\n",
    "else:\n",
    "    graph_name = \"LandCover_Existing_2024_(%)\"\n",
    "    cell_size_ha = 900 / 10000\n",
    "\n",
    "\n",
    "# Convert cell counts to area in the specified unit\n",
    "stats_df *= cell_size_ha\n",
    "\n",
    "# Rename columns based on cover_df mapping\n",
    "rename_dict = cover_df.set_index('New ID')['New Classes'].to_dict()\n",
    "stats_df.rename(columns=rename_dict, inplace=True)\n",
    "\n",
    "# Merge zonal statistics with polygons\n",
    "polygons = polygons.join(stats_df, rsuffix='_zonal')\n",
    "\n",
    "graph_path = fr'{root_dir}\\Writing\\Figures\\Graphs\\{graph_name}.jpg'\n",
    "\n",
    "# Use the polygons dataframe\n",
    "polygons_df = polygons\n",
    "\n",
    "# Extract valid land cover types from cover_df\n",
    "valid_cover_types = cover_df['New Classes'].tolist()\n",
    "\n",
    "# Filter the columns in polygons_df based on these valid cover types\n",
    "filtered_columns = [col for col in polygons_df.columns if col in valid_cover_types]\n",
    "\n",
    "# Sum the areas for each valid cover type\n",
    "area_sums = polygons_df[filtered_columns].sum().fillna(0)\n",
    "\n",
    "# Remove the '_zonal' suffix (if present) from the column names for display\n",
    "area_sums.index = [idx.replace('_zonal', '') for idx in area_sums.index]\n",
    "\n",
    "# Sort the area sums in ascending order for better visualization\n",
    "area_sums = area_sums.sort_values()\n",
    "\n",
    "# Define a desired order for visualization\n",
    "order = ['Water', 'Shrub', 'Wetland', 'Other Crops', 'Barren', 'Fallow',\n",
    "         'Vegetables & Fruits', 'Tree Crops', 'Developed', 'Hay', 'Alfalfa',\n",
    "         'Forest', 'Pasture', 'Annual Row Crops']\n",
    "ordered_area_sums = area_sums.reindex(order).fillna(0)\n",
    "\n",
    "# Calculate percent of total area for each cover type\n",
    "total_area = ordered_area_sums.sum()\n",
    "area_percent = (ordered_area_sums / total_area) * 100\n",
    "\n",
    "# Assign colors to the ordered cover types, defaulting to black if not found\n",
    "colors = [color_mapping.get(idx, '#000000') for idx in area_percent.index]\n",
    "if not all(colors):\n",
    "    raise ValueError(f\"Color assignment failed. Some cover types might not have valid colors: {colors}\")\n",
    "\n",
    "# Plot the bar graph showing percent of total area\n",
    "plt.figure(figsize=(7.5, 5.5))\n",
    "area_percent.plot(kind='bar', color=colors, width=0.89)\n",
    "\n",
    "plt.xlabel('Cover Type', fontdict=font_properties)\n",
    "plt.ylabel('Percent of Total Area (%)', fontdict=font_properties)\n",
    "plt.xticks(rotation=30, ha='right', fontproperties=font_properties)\n",
    "\n",
    "# Adjust y-limit based on maximum percentage value\n",
    "plt.ylim(0, area_percent.max() * 1.15)\n",
    "\n",
    "# Add percentage labels to each bar\n",
    "for i, value in enumerate(area_percent):\n",
    "    plt.text(i, value + area_percent.max() * 0.02, f'{value:,.1f}%', ha='center', va='bottom', fontproperties=font_properties)\n",
    "\n",
    "plt.savefig(graph_path, dpi=300, format='jpg', bbox_inches='tight')\n",
    "plt.show()\n",
    "plt.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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